{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "80b527f4",
   "metadata": {},
   "source": [
    "# Vectorized Backtesting Tutorial\n",
    "*By: Jacques Francois Joubert*\n",
    "\n",
    "This Jupyter Notebook provides a tutorial on conducting a vectorized backtest using a simple moving average crossover strategy on the S&P 500 Index (SPX) close price data. We'll use data from Yahoo Finance and leverage QuantStats for performance analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f07e407a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import quantstats as qs\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fa99c17-3ecf-41ee-8724-74d46336a48f",
   "metadata": {},
   "source": [
    "#### Trouble?\n",
    "If you need help to install the dependencies, then open the markdown file: getting_started.md"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68367981",
   "metadata": {
    "tags": []
   },
   "source": [
    "---\n",
    "## Fetching SPX Adj Close Price Data from Yahoo Finance\n",
    "To access historical data for the S&P 500 Index (^GSPC), we will use the yfinance library, a powerful tool for downloading financial data from Yahoo Finance.\n",
    "\n",
    "##### Steps for Data Retrieval:\n",
    "1. **Specify the Ticker Symbol**: The S&P 500 Index is represented by the ticker symbol ^GSPC.\n",
    "2. **Define the Time Period**: We set the start date to '1991-01-01' and the end date to '2023-01-01' to retrieve data over this period.\n",
    "3. **Fetch the Data**: We use yf.download() to download the data and extract the Close prices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f97bd1ab-8a88-457c-bb69-882366a7a00e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  1 of 1 completed\n"
     ]
    }
   ],
   "source": [
    "# Downloading S&P 500 index data from Yahoo Finance\n",
    "spx = yf.download('^GSPC', start='1991-01-01', end='2023-01-01')\n",
    "\n",
    "# Extracting the closing prices\n",
    "close_prices = spx['Close']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f364335c-bb7b-496f-a250-f04d95f902dc",
   "metadata": {},
   "source": [
    "##### Visualizing S&P 500 Closing Prices\n",
    "Visual representation of data is vital for a better understanding of market trends. Here, we plot the closing prices of the S&P 500 Index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d7fddbd-e98c-4889-b6c5-4c11360d6d27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the S&P 500 closing prices\n",
    "close_prices.plot(figsize=(10, 7), linewidth=1.5)\n",
    "plt.title('S&P 500 Close Prices (1991-2023)', fontsize=14)\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Price (USD)', fontsize=12)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9b630cf-0afb-4c1d-b131-3f717c69309f",
   "metadata": {},
   "source": [
    "##### Key Features of the Plot:\n",
    "\n",
    "* Figure Size: figsize=(10, 7) sets an appropriate size for the plot, ensuring clarity and readability.\n",
    "* Styling: The color and linewidth enhance the visual appeal and emphasis on the plot line.\n",
    "* Title and Labels: Descriptive title and axis labels are added for better comprehension. Font sizes are adjusted for better visibility.\n",
    "* Gridlines: Gridlines are enabled to aid in reading off specific values from the chart."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae2e715e-a2a8-469c-adf5-afa3e6d0b67d",
   "metadata": {},
   "source": [
    "---\n",
    "## Step 1: Developing Robust Indicators\n",
    "\n",
    "### The Foundation of Trading Signals: Understanding Indicators\n",
    "In the architecture of algorithmic trading, the role of an 'indicator' is foundational. Indicators serve as the building blocks or raw inputs from which trading signals are constructed. They provide essential data or insights, which, when processed and analyzed, contribute to the formation of predictive trading signals.\n",
    "\n",
    "#### Exploring the Diversity of Indicators:\n",
    "* **Broad Spectrum of Sources**: Indicators can originate from a wide array of sources. While they often include technical metrics, their scope extends far beyond. For example:\n",
    "    * **Technical Indicators**: These are derived from statistical calculations based on historical trading data, such as price and volume. Common examples include the Relative Strength Index (RSI), Moving Averages, or Bollinger Bands. We recommend to limit use of these indicators. There are 2 sources here that are known to work: momentum and short term reversals.\n",
    "\n",
    "    * **Alternative Indicators**: These encompass a range of data points from various fields. A quintessential example would be weather data used in energy market trading. For instance, extremely cold temperatures might increase the demand for heating, thereby impacting energy prices. Quant traders will construct signals based on indicators created from alternative data sources, such as NLP applied to twitter data, or satellite images of cars in a wallmart parking.\n",
    "\n",
    "#### Characteristics of Indicators:\n",
    "* Descriptive, Not Predictive: It’s important to distinguish that, in isolation, indicators typically lack direct predictive power. They are descriptive metrics that represent current or historical states or trends.\n",
    "\n",
    "* The Raw Material for Signals: Think of indicators as the raw material that, when refined through analysis and combined with other data, transforms into a signal. This transformation often involves integrating multiple indicators, applying statistical methods, or feeding them into machine learning models to distill actionable insights.\n",
    "\n",
    "#### Crafting Effective Indicators:\n",
    "* **Relevance and Accuracy**: The effectiveness of an indicator lies in its relevance to the market being analyzed and the accuracy of the data it represents. Irrelevant or inaccurate indicators can lead to misleading signals.\n",
    "* **Diverse Data for Robustness**: Employing a variety of indicators, ranging from market data to economic factors, enhances the robustness of your trading strategy. This diversity can help capture different aspects of market dynamics, leading to more comprehensive and reliable signals.\n",
    "\n",
    "Developing indicators is a crucial step in the process of creating reliable trading signals. While they are not predictive in themselves, their role in providing critical information and insights cannot be understated. The art lies in selecting the right indicators, interpreting them correctly, and skillfully integrating them into a cohesive strategy that informs profitable trading decisions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6881ddfa-1cad-4ef7-9acc-619fb615d6b6",
   "metadata": {},
   "source": [
    "### Our example:\n",
    "#### Moving Average Crossover Strategy Logic\n",
    "The strategy involves two moving averages (indicators):\n",
    "- A short-term moving average (e.g., 50 days)\n",
    "- A long-term moving average (e.g., 200 days)\n",
    "\n",
    "We generate a buy signal when the short-term moving average crosses above the long-term moving average and a sell signal when it crosses below. This is just a toy exampe to illustrate how to run a backtest - don't use this in real life!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bddd8041",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating Moving Averages (Indicators)\n",
    "short_window = 50\n",
    "long_window = 252\n",
    "\n",
    "short_ma = close_prices.rolling(window=short_window, min_periods=short_window).mean()\n",
    "long_ma = close_prices.rolling(window=long_window, min_periods=long_window).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0382aa7-7c91-4169-b1f2-9041a1acf682",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Step 2: Crafting Effective Trading Signals\n",
    "In the realm of algorithmic trading, the concept of a 'signal' is pivotal and distinct from mere 'indicators'. A trading signal is essentially a prognostic tool, possessing predictive power about future market movements. Unlike indicators, which primarily describe current or past market conditions, signals provide actionable insights for future trades.\n",
    "\n",
    "### Understanding the Nature of Signals:\n",
    "* Predictive Strength: Signals range from -1 to 1, representing the confidence level of a prediction. The closer a signal is to the extremities (-1 or 1), the higher the confidence in the forecast.\n",
    "\n",
    "Interpreting Signal Values:\n",
    "* **Negative Values (-1 to -0.001)**: Indicate a bearish outlook, suggesting a potential decrease in the asset's value. In practical terms, this range implies taking a 'short' position.\n",
    "* **Positive Values (0.001 to 1)**: Suggest a bullish outlook, pointing towards an anticipated increase in the asset's value. Here, the strategy would lean towards a 'long' position.\n",
    "* **Values Around 0**: Signal a state of uncertainty or neutrality in the model's prediction. A signal close to 0 implies that the model lacks enough conviction to suggest a clear market direction.\n",
    "\n",
    "### Practical Tip for Signal Generation:\n",
    "* Leveraging the TanH Function: In machine learning models, employing the hyperbolic tangent (TanH) function is a common practice to normalize output signals to the range of [-1, 1]. This normalization helps in standardizing the prediction output, making it interpretable in the context of trading signals.\n",
    "\n",
    "Additionally, this technique isn't confined to machine learning. It can be equally effective in conventional trading algorithms for transforming raw prediction values into standardized trading signals.\n",
    "\n",
    "### The Role of Signals in Trade Decision Making:\n",
    "It's crucial to understand that while signals guide the direction of the trade (long or short), they don't dictate the position size or the risk management strategy. The strength of the signal should be used in conjunction with other factors, such as portfolio balance, risk tolerance, and market conditions, to make informed trading decisions.\n",
    "\n",
    "In essence, a well-constructed signal provides a clear directional bias for trading, but it's just one piece of the puzzle in the broader strategy of trade execution and risk management. Integrating signals with a robust trading system ensures that both market forecasts and risk are optimally balanced.\n",
    "\n",
    "## Our example\n",
    "Our signal is just a simple buy or sell, -1 or 1. If we have positive momentum then buy, else sell.\n",
    "\n",
    "* Note that we will use the raw signal as the weight of the position. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f73b0646",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generating Trading Signals\n",
    "signals = pd.DataFrame(index=close_prices.index)\n",
    "signals['signal'] = 0.0  # Set the default to be 0\n",
    "signals['short_ma'] = short_ma\n",
    "signals['long_ma'] = long_ma\n",
    "\n",
    "# When the short is above the long, buy - else go short sell.\n",
    "# Note that our signal is just a simple buy or sell, -1 or 1.\n",
    "signals['signal'][signals['short_ma'] > signals['long_ma']] = 1\n",
    "signals['signal'][signals['short_ma'] < signals['long_ma']] = -1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ce75f3d-46de-4cf3-ace0-467ff94f67bc",
   "metadata": {},
   "source": [
    "## Step 3: Calculating Daily Returns for the Strategy\n",
    "\n",
    "Proper calculation of returns is essential for evaluating the performance of any trading strategy. In our approach, we take special care to account for look-ahead bias, a common pitfall in strategy development.\n",
    "\n",
    "Addressing Look-Ahead Bias:\n",
    "* **Look-Ahead Bias**: This occurs when a strategy uses information that would not have been available at the time of trading. To avoid this, we lag our signals by one day. This adjustment ensures that our strategy only uses information that would have been available at the market close of the previous day.\n",
    "\n",
    "### Implementation: Computing Strategy Returns\n",
    "\n",
    "1. **Calculating Base Market Returns**: First, we compute the daily returns of the S&P 500 index (or spx). Daily returns are calculated based on the percentage change in closing prices from one day to the next."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d5bfbe4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate daily percentage returns of SPX\n",
    "spx_returns = close_prices.pct_change()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9914be82-1bc5-487e-b6da-8dbccce290fc",
   "metadata": {},
   "source": [
    "2. **Applying the Strategy**: Next, we apply our trading signals to these returns. The signal is shifted by one day (shift(1)) to avoid look-ahead bias. This means that the trading decision for a given day is based on the signal from the previous day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dca75f17-3be7-45bc-9c49-dc91cd86709f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate strategy returns by multiplying SPX returns with the lagged signals\n",
    "strategy_returns = spx_returns * signals['signal'].shift(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eff58e3-3fd7-4aac-b730-ec0cdd8e7c8e",
   "metadata": {},
   "source": [
    "#### Explanation:\n",
    "* Multiplying Returns by Signals: The `strategy_returns` are the product of the `spx_returns` and the lagged signals. Here, a positive signal indicates a long position, and a negative signal indicates a short position. A zero signal implies no position, resulting in zero returns for that day.\n",
    "\n",
    "* Lagged Signals: By using `shift(1)`, we ensure that the trading decision for any given day is based solely on information available up to the end of the previous day, thereby realistically simulating a trading scenario and maintaining the integrity of our backtest.\n",
    "\n",
    "By accurately computing the strategy's daily returns and conscientiously addressing look-ahead bias, we lay a solid foundation for a realistic and reliable evaluation of the strategy's performance. This methodological rigor is crucial for developing strategies that not only perform well historically but also hold up in live trading scenarios."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "570d7d58-f5aa-4b72-ba46-7194a6240188",
   "metadata": {},
   "source": [
    "## Step 4: Position Sizing\n",
    "\n",
    "Position sizing is a critical aspect of trading strategy that can significantly impact the risk and return profile of an investment portfolio.\n",
    "\n",
    "### Exploring Position Sizing Techniques\n",
    "* **Field of Study**: Position sizing is an extensive field of study under portfolio construction. It involves determining the appropriate amount of capital to allocate to each investment, balancing risk and potential returns.\n",
    "\n",
    "* **Recommended Learning Paths**:\n",
    "\n",
    "    * **Mean-Variance Portfolio Construction**: This foundational concept in modern portfolio theory helps in optimizing the allocation of weights to different assets, based on their expected returns, risks (variance), and correlations.\n",
    "    * **Meta-Labeling**: An advanced technique that integrates machine learning. Meta-labeling not only decides the direction of trades (long or short) but also helps in determining the size of positions, based on the probability of a successful prediction.\n",
    "    \n",
    "For this course, we show you how to backtest a strategy where you forecast a single asset, for this we recommend learning more about volatility targeting, and the Kelly Criterion. There are lectures and papers covered in this course.\n",
    "\n",
    "### Implementing Volatility-Targeted Position Sizing\n",
    "##### Computing Volatility-Targeted Weights\n",
    "We aim to implement a strategy where each position is sized according to a target volatility level. This approach helps in standardizing risk across different trades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1015ff5f-97b3-434a-9482-5f3f8c478698",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the target volatility level\n",
    "tgt_vol = 0.15\n",
    "\n",
    "# Calculate the rolling annual standard deviation of SPX returns\n",
    "signals['stdev'] = spx_returns.rolling(22).std() * np.sqrt(252)  # Convert to annualized standard deviation\n",
    "\n",
    "# Calculate volatility target weights\n",
    "signals['vol_tgt'] = tgt_vol / signals['stdev']\n",
    "\n",
    "# Clip weights to a maximum of 1 to avoid leverage\n",
    "# Here we use 2x leverage to make sure we can hit our volatility target of 15%\n",
    "signals['vol_tgt'] = signals['vol_tgt'].clip(0, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15fa688c-a57a-4a8d-98a7-ff0cf3121656",
   "metadata": {},
   "source": [
    "##### Calculating Strategy Returns with Volatility Targeting\n",
    "We then apply these volatility-targeted weights to our strategy, adjusting the signal strength based on the desired level of risk exposure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "771f130c-5c33-4e15-9d68-fa804395bad2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adjust the signal by the volatility target, lagging both to avoid look-ahead bias\n",
    "vol_signal = signals['signal'].shift(1) * signals['vol_tgt'].shift(1)\n",
    "\n",
    "# Compute returns for the volatility-targeted strategy\n",
    "strategy_voltgt_returns = spx_returns * vol_signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "327136a9-9bfa-48d5-b530-85bb08f26052",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the position sizes to see how much leverage is being used.\n",
    "vol_signal.plot()\n",
    "plt.title('Position Size: > 1 is using leverage')\n",
    "plt.ylabel('Position Size')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2832e6be-3e00-4209-a0eb-8edd890fe439",
   "metadata": {},
   "source": [
    "#### Key Takeaways\n",
    "* **Risk Standardization**: Volatility-targeted position sizing helps in standardizing risk across different positions, aligning each trade with the overall risk tolerance of the portfolio.\n",
    "* **Dynamic Adjustment**: This approach dynamically adjusts position sizes based on changing market volatility, contributing to more effective risk management.\n",
    "* **Limiting Leverage**: By clipping the maximum weight to 1, the strategy avoids the use of leverage, sticking to a more conservative investment approach.\n",
    "\n",
    "Mastering position sizing is crucial for the successful implementation of a trading strategy. By aligning each position with a predefined risk parameter, traders can achieve a more balanced and risk-aware portfolio. The techniques of mean-variance optimization and meta-labeling, along with practical implementations like volatility targeting, provide a solid foundation for effective portfolio management."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e120f471-1758-4d90-ba08-a9095d655711",
   "metadata": {},
   "source": [
    "---\n",
    "## Comprehensive Performance Analysis with QuantStats\n",
    "\n",
    "Next we utilize the powerful capabilities of QuantStats to conduct a thorough performance analysis. Our objective is to compare and contrast the results of two distinct strategies: the baseline strategy (which serves as our benchmark) and the strategy incorporating volatility-targeted weights.\n",
    "\n",
    "QuantStats is a Python library specifically designed for the performance analysis of financial portfolios and trading strategies. It provides a suite of tools for generating comprehensive reports, known as performance tearsheets, that offer in-depth insights into the strategy's effectiveness.\n",
    "\n",
    "To execute this comparative analysis, we will utilize QuantStats' full report functionality. This method generates a detailed report that encompasses various performance metrics and visualizations, offering a holistic view of the strategy's performance.\n",
    "\n",
    "### Plotting the Results:\n",
    "Here's how we implement the QuantStats report in our notebook:\n",
    "\n",
    "##### Parameters Explained:\n",
    "* `returns`: The strategy_voltgt_returns represents the returns of our strategy that applies volatility-targeted weights.\n",
    "* `benchmark`: The strategy_returns acts as the baseline for comparison. It represents the returns of our basic strategy without volatility adjustments.\n",
    "* `output`: Specifies the output format of the report. Here, 'report.html' indicates that the report will be generated as an HTML file.\n",
    "* `title`: Gives a title to the report. In this case, 'Volatility Targeted Strategy vs. Basic Strategy' succinctly describes the comparative nature of the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7c356178-4f98-40e7-a012-dbd3e2163b44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h4>Performance Metrics</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           Benchmark    Strategy\n",
      "-------------------------  -----------  ----------\n",
      "Start Period               1991-12-31   1991-12-31\n",
      "End Period                 2022-12-30   2022-12-30\n",
      "Risk-Free Rate             0.0%         0.0%\n",
      "Time in Market             100.0%       100.0%\n",
      "\n",
      "Cumulative Return          426.4%       859.68%\n",
      "CAGR﹪                     3.77%        5.16%\n",
      "\n",
      "Sharpe                     0.38         0.53\n",
      "Prob. Sharpe Ratio         98.3%        99.84%\n",
      "Smart Sharpe               0.37         0.52\n",
      "Sortino                    0.54         0.74\n",
      "Smart Sortino              0.52         0.72\n",
      "Sortino/√2                 0.38         0.52\n",
      "Smart Sortino/√2           0.37         0.51\n",
      "Omega                      1.09         1.09\n",
      "\n",
      "Max Drawdown               -47.5%       -34.35%\n",
      "Longest DD Days            5044         1299\n",
      "Volatility (ann.)          18.49%       16.1%\n",
      "R^2                        0.73         0.73\n",
      "Information Ratio          0.01         0.01\n",
      "Calmar                     0.08         0.15\n",
      "Skew                       -0.37        -0.48\n",
      "Kurtosis                   10.56        2.4\n",
      "\n",
      "Expected Daily %           0.02%        0.03%\n",
      "Expected Monthly %         0.45%        0.61%\n",
      "Expected Yearly %          5.33%        7.32%\n",
      "Kelly Criterion            3.73%        4.6%\n",
      "Risk of Ruin               0.0%         0.0%\n",
      "Daily Value-at-Risk        -1.89%       -1.63%\n",
      "Expected Shortfall (cVaR)  -1.89%       -1.63%\n",
      "\n",
      "Max Consecutive Wins       12           12\n",
      "Max Consecutive Losses     9            9\n",
      "Gain/Pain Ratio            0.08         0.09\n",
      "Gain/Pain (1M)             0.44         0.53\n",
      "\n",
      "Payoff Ratio               0.95         0.97\n",
      "Profit Factor              1.08         1.09\n",
      "Common Sense Ratio         1.05         1.09\n",
      "CPC Index                  0.54         0.56\n",
      "Tail Ratio                 0.97         1.0\n",
      "Outlier Win Ratio          3.62         3.67\n",
      "Outlier Loss Ratio         3.9          4.03\n",
      "\n",
      "MTD                        5.98%        4.49%\n",
      "3M                         -6.67%       -2.73%\n",
      "6M                         -3.2%        0.13%\n",
      "YTD                        9.11%        7.21%\n",
      "1Y                         8.5%         6.72%\n",
      "3Y (ann.)                  -1.54%       5.39%\n",
      "5Y (ann.)                  -0.99%       2.37%\n",
      "10Y (ann.)                 2.68%        5.47%\n",
      "All-time (ann.)            3.77%        5.16%\n",
      "\n",
      "Best Day                   9.38%        4.44%\n",
      "Worst Day                  -11.98%      -6.98%\n",
      "Best Month                 13.58%       13.78%\n",
      "Worst Month                -19.92%      -11.28%\n",
      "Best Year                  31.01%       51.44%\n",
      "Worst Year                 -31.48%      -25.77%\n",
      "\n",
      "Avg. Drawdown              -3.35%       -3.5%\n",
      "Avg. Drawdown Days         82           59\n",
      "Recovery Factor            4.62         7.76\n",
      "Ulcer Index                0.2          0.12\n",
      "Serenity Index             0.37         1.05\n",
      "\n",
      "Avg. Up Month              3.35%        3.6%\n",
      "Avg. Down Month            -3.51%       -3.44%\n",
      "Win Days %                 53.09%       53.09%\n",
      "Win Month %                59.52%       58.18%\n",
      "Win Quarter %              68.0%        59.2%\n",
      "Win Year %                 71.88%       68.75%\n",
      "\n",
      "Beta                       -            0.74\n",
      "Alpha                      -            0.03\n",
      "Correlation                -            85.42%\n",
      "Treynor Ratio              -            1155.66%\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h4 style=\"margin-bottom:20px\">Worst 5 Drawdowns</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Start</th>\n",
       "      <th>Valley</th>\n",
       "      <th>End</th>\n",
       "      <th>Days</th>\n",
       "      <th>Max Drawdown</th>\n",
       "      <th>99% Max Drawdown</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1994-02-03</td>\n",
       "      <td>1995-02-02</td>\n",
       "      <td>1995-11-15</td>\n",
       "      <td>651</td>\n",
       "      <td>-34.353435</td>\n",
       "      <td>-33.458928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-12-08</td>\n",
       "      <td>2016-11-04</td>\n",
       "      <td>2017-10-04</td>\n",
       "      <td>1032</td>\n",
       "      <td>-29.469251</td>\n",
       "      <td>-27.697499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-04-26</td>\n",
       "      <td>2012-06-01</td>\n",
       "      <td>2013-11-14</td>\n",
       "      <td>1299</td>\n",
       "      <td>-28.970334</td>\n",
       "      <td>-26.826474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-09-21</td>\n",
       "      <td>2020-06-08</td>\n",
       "      <td>2021-07-01</td>\n",
       "      <td>1015</td>\n",
       "      <td>-27.014202</td>\n",
       "      <td>-25.513645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1998-07-20</td>\n",
       "      <td>1998-12-14</td>\n",
       "      <td>2001-08-29</td>\n",
       "      <td>1137</td>\n",
       "      <td>-25.647911</td>\n",
       "      <td>-24.228864</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Start      Valley         End  Days  Max Drawdown  99% Max Drawdown\n",
       "1  1994-02-03  1995-02-02  1995-11-15   651    -34.353435        -33.458928\n",
       "2  2014-12-08  2016-11-04  2017-10-04  1032    -29.469251        -27.697499\n",
       "3  2010-04-26  2012-06-01  2013-11-14  1299    -28.970334        -26.826474\n",
       "4  2018-09-21  2020-06-08  2021-07-01  1015    -27.014202        -25.513645\n",
       "5  1998-07-20  1998-12-14  2001-08-29  1137    -25.647911        -24.228864"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h4>Strategy Visualization</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x345.6 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAESCAYAAADwqq87AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAACPGklEQVR4nOydd3gU1frHP7Obsum9k9B7Cb0LKFWkKuoFVERBEBW9WK71CmK5+LOLvSMWwEKRIk0EpIP0IhA6IaT3ZLO75/fHZCe72Q2kksL5PA8PM2fOzJyzO9n97nveogghBBKJRCKRSCR1CF11D0AikUgkEomkspECRyKRSCQSSZ1DChyJRCKRSCR1DilwJBKJRCKR1DmkwJFIJBKJRFLnkAJHIpFIJBJJnUMKnBrOmTNnmDBhAuHh4bi7u9O8eXPmzJmD2Wyu1nGdPn0aRVFo0aJFmc758ccftf1+/fqhKArbtm2r9PF9/fXXKIpi98/Dw4PGjRvz3HPPYbFYSn2txMREvvjii0ofY02jQYMGdq+XXq8nMDCQO+64g4yMjGs2Dut7N3Xq1Gt2T2eU5xkHGDp0KCNGjODVV19FURRuvvlmhz6TJ09GURSeeuqpq16vrH8nBQUFvPnmm9p+8ddz5syZKIrC//73PwDuvfdeFEWx+9v8888/2bp1a6nuVxzbv70+ffrYHYuJidGObdiwoVTXE0Lw2WefkZqaWqb7V+bzc+nSJRRFoUGDBgD8+9//pl27dtX+OSy5MlLg1GBOnDhBly5dmDdvHl5eXvTu3ZszZ87w9NNPM3ny5OoeXpn4888/ad26td2HWu/evRk5ciSBgYFVdt8GDRowcuRIRo4cyQ033MC5c+d49dVXee+990p1/rFjx2jRogWLFi2qsjHWNIYMGcLIkSMZOnQoXl5eLFq0qNY9b9XFmjVrWLlyJZMmTeK2224DYP369WRmZmp9hBAsX74cgDFjxlT6GNq3b89zzz2n7cfExDBy5Ejat2/vtH/Hjh0ZOXIk9erVA+D111+nX79+nDlzpsJj2bFjB/n5+YAqGM+dO1fmawwbNowHHnhAu05NYOLEiRw4cIAvv/yyuociuQJS4NRgHnzwQRITE3nooYc4ceIE69atY9u2bRgMBr766isOHTpU3UMsNadOnSInJ8eu7eWXX2bx4sU0a9asyu47ePBgFi9ezOLFi1m9erX2q9X21+qViI+PJyUlpcrGVxP56quvWLx4McuWLWP37t0oisKyZcuqe1i1gjfffBM/Pz9uvvlmmjdvTps2bTAajaxcuVLrs2vXLuLj44mJiaFr166VPobDhw/b7d90000sXry4RIvG9OnTWbx4Mb1793Z6fnnx9vYmPz+fHTt2ALBp0yatvSzUxM+5du3a0aJFC955553qHorkCkiBU0M5f/48a9euxcPDgzlz5qAoCqD+Ovvyyy/ZsGEDTZs2BYqWFi5dugTAtm3bUBSFfv36AUUm29mzZzNu3Dg8PT1p3bo1+/btY86cOQQHBxMSEsLbb7+t3b+4Wby4idYZn3/+OU2bNsXd3Z2QkBDuv/9+cnNz2bBhAxMnTgTgk08+0a5he4/7778fRVHsfhF98sknKIrCjBkzADhy5Ag33XQTBoOBqKgoZs2aRVkTcTdu3BiA7OxsrW3Lli107doVd3d3GjduzEcffQSovzhvvPFGAH7//XftPXBm0jcYDNpx69LGoEGDGDVqFL6+vnzwwQfa0sCnn37KmDFj8PT0pFmzZvz+++/adVasWEHHjh3x8vIiODiYO+64g8TERId55OTk4OPjg6enp91cevTogaIo7N+/n/j4eO644w5CQ0Px8vKiU6dOdvcqDUajESGE3ftuNBqZMWMGISEheHl5MXLkSM6ePasdb9CgAd7e3qxfv55WrVrh4eHBsGHD7ITi0aNHGTx4MJ6enoSEhDBhwgTS09Pt7l1QUMBDDz2Ej48PMTExLFy40O4e/v7+LFmyhMaNG+Pt7c2MGTM4ceIEvXv3xsPDQ7PYWSnp+YSi93TmzJlERkbSpEkTjEaj3XiWLFmCTqcjPDzcqXUjOTmZNWvWMHDgQFxdXQE0K87ixYu1flaxeOuttwLq83Lbbbfh7++Pj48Pt956K6dPny7xPTl8+DD9+/fH19cXLy8vevTowa5du7TXBSA/P19bBrrako3t8zxz5ky++eYbAMaOHcu9997LwIEDURRFszoBPPLIIyiKwueff17iOK3izSpsNm7cCEC3bt3s+l28eJFRo0YRGBiIh4cHsbGx2nNqa0mKiIjg66+/Bir+/FztGU5LS+POO+/Ey8uLJk2aOP27GTJkCIcPH9Zee0kNREhqJMuWLROAaN++/VX71q9fXwAiPj5eCCHE1q1bBSD69u0rhBDiq6++EoAwGAyidevWonHjxgIQfn5+wtfXV/Tp00cAQlEUcezYMSGEEH379hWA2Lp1qxBCiPj4eAGI+vXrCyGEOHXqlABE8+bNhRBCbN68WQDC19dXDBw4UISGhgpAvPnmm+LAgQOiQ4cOAhANGjQQkydPdrjHH3/8IQAxZMgQbV433XSTAMTu3btFbm6uiI6OFoqiiD59+ogmTZoIQLz00ktOXxPrnKdMmSKEEMJisYjk5GQxfPhwAYgJEyYIIYS4dOmS8Pb2Fq6urqJ///4iKipKAGLevHkiISFB9OrVSwAiNDRUjBw5UgghxIQJEwQgfvjhB+1+7u7uwvrnZH1tFEUR0dHRolOnTmLnzp3ixRdf1F6jtm3bikaNGglA1KtXT5jNZnH58mVhMBiEh4eHGDRokGjdurUAxLBhw5zO0TqOH3/8UQghxJkzZ4SiKKJt27ZCCCFuu+02AYhOnTqJAQMGCBcXF2EwGMT58+ev+BwNGTJEjBw5Utx8880iJCREeHt7i9WrV2v9nnjiCQGIxo0biz59+ghFUUTLli2F0WjUruPi4iL8/f1Fv379hKenpwDEs88+K4QQIicnR8TExAhAdO7cWbRo0UIA4tZbb7V779zc3ETTpk1FbGysAISPj4/IysrS7qHX64Wvr6+48cYbhYuLi/ZMd+zYUURGRgpAjBs37qrPp+1rqdPpRN++fcX48ePtnvHDhw8LHx8fYTAYxLZt25y+fgsXLhSAeO2117S2AwcOaOOyvj7t27cXgNi8ebNITk7Wnrl27dqJdu3aac9EUlKSEML+78RisYjmzZsLQPTo0UO7lvU9nzx5sjaPkSNHigMHDjj8LVifQ+s4bZ/nH374QURHR2vvzbvvviu+/PJLAYhJkyZp84qJiRGurq4iOTnZ4XWw3u8///mPcHV11f6mmzdvLqKjo7X7/fHHH0IIIQYOHKh91vXs2VMAIiAgQJhMJvHcc88JDw8P7blct25dpTw/V3uGx48fLwAREhIi+vbtK1xdXe0+/4QQ4ttvvxWAeP31150+D5LqRwqcGsr8+fMFIG644Yar9i2twGnatKnIz88XZ8+eFYDdh0z//v0FIH755RchRNkFzuHDh8Wrr74qdu7cKYQQ4ueffxaAmDp1qt0YrB+yxe9hsVhE/fr1haurq0hJSREJCQlCr9eLli1bCiGE+OKLLwQgnnnmGSGEEPn5+aJ+/foiKChImM1mh9fEej9n/xo0aCDi4uKEEEK88MILAhCffPKJEEKIlJQU4enpKTp06CCEEJrwGjx4sHbt0gocQJw4cULrY/1i6datmzCbzSItLU378o+Pjxf79u0TgBg4cKBIS0sTRqNRvPnmm2LFihVO3/d169YJQNx2221CCCHeeOMNAYg5c+YIIYTo0KGDcHFxEfv27RNCCLF48WIxb948kZiY6PR61ueo+D9fX1/x4YcfCiFUceLu7i4aNGgg8vPzhRBCPPPMMwIQS5YssbvO3LlzhRBCfPbZZ3avoXXfKj7y8/PF4MGDxeTJk4XRaNTeuyZNmoj8/HxhNptFs2bNBCB27Nhhd48vv/xSCCHEfffdJwDRr18/IYQQmzZt0kSDEFd/Pq3v6d133629Htb3sV69etr9bd/z4ljf34ULF9q1WwXJ6tWrtb+9yMhIYbFYxMsvvywAMX78eK3/uHHj7MS77d9JTk6O+OSTT8THH38shBCioKBABAQECIPBoJ0PCHd3d22/LALH2X5aWpowGAwiLCxMmM1m8ffffwtADB061OnrYL3fiy++KLp27Sp8fX3FxYsXBSDuvPNOB4Hz9ddfi//973/a+W3bthWAuHTpkt17bf18q+jzc7VnOC0tTeh0OuHp6SkuXLgghCj627IVONu3b3d4ZiQ1C7lEVUOxrlOXJ3pFlLBs07NnT9zc3IiKigJAURRuuOEGACIjIwFKdOQr6ZpWWrZsyeDBg/n555+54YYbGDt2LAB5eXmlGrOiKIwfP56CggIWL17Mzz//jNls5q677gKK1uFfe+01FEXB3d2dM2fOkJycfEVzfoMGDRg0aBAGgwGAu+66i4MHD9KwYUO7606ZMgVFUQgMDCQnJ4f9+/dTUFBQqrGD89cnNDRUWxKzZeDAgeh0Ovz8/IiIiADU171169bceOONrFmzhuDgYPr27Utubm6Jfhr9+vUjOjqaFStWkJ2dzcKFC9HpdIwbNw6Ahx9+GLPZTGxsLA0bNmTlypU0a9aM4ODgK84lPj4eIQR5eXls2LABRVGYNm0au3bt4sSJE+Tn53P69Gnc3d1RFIXXXnsNwMFUP2TIEAAtCsn6bFl9PPr37w+Am5sbq1at4tNPP9WWdqDoedXpdMTExAA4+HFZlxCtz3RJz3Npn88ePXo4vB7nz5/nn3/+AcDPz6/E1826lFi8j+0ylXV5avTo0XZLwNbnHODuu+8GcBo15eHhwZgxYygoKOC2224jKiqK1NTUUv+dlQc/Pz+GDh1KQkICW7duZcmSJQDceeedVz23V69eZGRkMHfuXG2/OLfffjshISGMHz+emJgYDhw4AJT82VHR5+dqz/CpU6ewWCx07NhRe46GDRvmMA5fX18Ap0vIkpqBFDg1lHbt2gFqFI+tjwWoH47jxo0jLi7Ort0a+lySSLF+yet06tvu5uaGXq+3ayvO1a5p5aeffqJz586sXr2a8ePHax9oVxNGttxzzz0A/Prrr/zyyy+a6AE0sWGN+LD9d6V7DB48mN9//52//voLDw8P5s+fr63j217XGtFl/Tds2LCrfmlYXxshhFMxZP0ALI6np6e27eLiol1Dr9ezevVqfvnlF+6++24SEhJ4/vnn6dChg8MzAOp7Nn78eHJzc/n888/ZsWMHffv21aJh7rvvPvbv38/zzz9PZGQkX3zxBd27d9e+oK6Gu7s7ffv21UTEH3/8oc0zODjY4X2Ijo52Ok/bOdpiMpm0basvjC0eHh7atvU5LX6N4s+09Z7Fn+fSPp8lvWdW4fT888+X+LxZ24uHDlsjpZYuXcrSpUvt2kr6uwM0ny5b0tLSaN++Pc8++yytW7dmwYIFmrirSqyiefHixSxduhR3d3dGjhx51fN69uwJwAcffGC3b8VsNtO7d2+mTJlCWFgYn376qeajc7XPjvI+P1d7hq2vu+39nb1P1jbrtSU1DylwaigNGzakd+/e5OXl8fTTT2t/bGvXrmXp0qX8+uuv+Pv7A0V/yBcvXgTQohYqQlmv+fXXXyOEYNasWUydOtUhZ4X1w+BK+WeaN29Oly5dWLt2LRs3bqR3797Ur18fgFatWgHqL+zFixezYMEC6tWrR//+/TVrzJXo2LGjFkE1Y8YM7Veg9bojR45k8eLFfPbZZ0RGRjJ69Gh8fHycjrv4a7Nz506nH8YlffA5++IC9Rf7fffdx6lTp/jyyy85efIkvXv35ty5cxw9etTpOdZf+y+++CJQZAkwGo08+uijzJo1i+eee46//vqLjz/+GFCfodJiNps1C5m/vz+NGzfGzc0NFxcX5s+fz+LFixk6dCgdOnTQnNqvNs+WLVsCsHr1akAVma1btyYyMrLKItau9nxacfaeRUZGsmbNGm6++Wb27NnDTz/95PTc0NBQwPEXfYcOHWjUqBHnz59n9erVhIaGavlhOnToAMD8+fO1/t9++y3g3Jq0du1azp07x6BBg3jppZdo3LgxSUlJdn0URSlTnqfiOHvmb7nlFnx9fZk/fz579uxhyJAhV7RmWbEKmvT0dLy8vIiNjbU7/vfff/P3338TGxvLW2+9Rc+ePR0cuIuPp6LPz9We4caNG+Pq6sqePXs4f/48oP7oKk5aWhoAYWFhV72npHqQAqcG8/HHHxMQEMDcuXNp1qwZ/fr14+abb8ZisTB79mwtf4w1v8W//vUv7rrrLl5//fUK39t6zenTpzNhwgSmT59+xV8qViFy33330a9fP5555hkAsrKyAAgJCQHUX9LWpQtn3HPPPeTm5mI0Gu3M9uPGjSMoKIgPPviA7t2707p1az744AM2btx4xV/BtjzyyCPccMMNGI1GpkyZghCCBx54AHd3d5566in69u1L+/bt+eijjzh48KDduDdt2kTPnj3Jzc3VXpuXX36Ze+65h9GjR9tZZcpLeHg4v/76K0888QR9+vShd+/e/PXXX4SEhJSYbK5Vq1Z06tSJ9PR0DAaDZhlwc3MjLi6On376iTZt2nDzzTfz+OOPAzgkXyvOxIkTGTVqFMOHD6dly5bs3bsXHx8fRo4ciZ+fHxMmTODSpUu0bNmSG264gQcffJC33nqr1OG/48aNIzIykp9//pnOnTsTGxvLqVOn6Ny5c5XlRLra83klfHx8cHd356WXXgLgv//9r9MEb1axcuHCBYdj1mUqIQSjRo3SntmpU6cSEhLCd999R2xsLLGxsXz//ffExMQwbdq0Eufxyy+/cNNNN9GxY0fNumr7t1ZQUEDPnj1LnUzPFusz/9///ldLRGgwGLj11lu1SM3SLE+BKg6tY+7SpYtmzbMSFRWFi4sLu3fvplevXrRu3Vq7R/HPjhEjRvD9999X+Pm52jPs7e2tRdh16NCBvn37MnPmTIfPP+uyZUn5hSTVjxQ4NZjWrVuzY8cO7rzzTlJSUti1axft2rVj3rx5PPHEE1q/OXPmcMMNN2i+At99912F7/3UU08xfPhwUlNT2bVrF/PmzdOWA5zx4osvcvPNN5Odnc3p06d5+eWX8fT0ZPv27QghuPHGG7nlllvIy8vj1KlTJZqf//Wvf+Hq6oq7uzu333671u7r68u6deu48cYb2b9/P2lpadx333189dVXpZ6TNQzd09OTzZs38/XXX9OoUSNWrlxJly5d2L59OxaLhSeeeEJbk2/ZsiUTJkxAr9dz7tw5MjMzmThxIvfeey8FBQVs3ryZOXPmlMqKdDUaNGjA6tWr6du3L/v27ePQoUP079+fVatW4eXlVeJ5VivO8OHD7ZZY5s+fz5QpU7RQ/YiICObOnWv3ujpj1apVLFmyhOXLl3Pu3Dk6d+7MihUrNAvFu+++yyOPPILRaGT37t10796d33//XfMnuhpeXl78/vvv3HTTTRw6dIikpCQmTJighSdXBVd7PktD586dGTFiBEePHmXevHkOx3v37o2Li4vTDMC2Cf1st8PDw9m6dSu33norZ86cIS4ujltvvZVNmzYREBDgcJ0uXbrwyiuvEBwczN9//02fPn20pSLrfV988UWCgoI4cuSI06Wbq3H//ffTtm1bzp8/b2cdsvoteXh4MHz48FJfz+p3U3x5CtTQ708//ZR69epx4MABWrRowX333Wc3n6effpqIiAiOHTtGTk5OpTw/V3uG33jjDe6++25ycnKIj4/np59+cvj827t3L1DkByapeSiiLE4SEolEIimRkSNHsmnTJpKSkkptWawtvPPOO/z73//m1ltv5eeff67u4VQ77du3RwjBvn37qnsokhKoW3+BEolEUo088sgjpKamlmtpqKayatUqRo8ezdNPPw1Q7TXCagJxcXHs27ePRx99tLqHIrkCUuBIJBJJJTFgwAAGDhyoOXTXBRRFYfXq1QQEBPDaa68xcODA6h5StfPJJ5/QqlUrJkyYUN1DkVwBuUQlkUgkEomkziEtOBKJRCKRSOocUuBIJBKJRCKpc0iBI5FIJBKJpM4hBY5EIpFIJJI6h8vVu0gkkqpkx44dWqHKwMBAhg8fbpfYLz09nS+++IKpU6c6zZi8YcMGdu7ciY+PD6CmtA8ICGDQoEEEBQVVeHxpaWm8++67PProo3h7e7Ny5UpOnz6Nm5ublmHbtizDyZMnWbNmTbnCic1mMytWrODs2bMANGnSRCtOmp2dzeLFi0lLS0NRFIYPH+5Q/wrUsgzp6em4u7tr16xfvz4DBw7U2irC3r172bBhA4899hjZ2dn89ttvpKSkYLFYaNq0KQMHDkRRFC5cuMDvv/+O0WhECEGvXr20GnMSiaTqkQJHIqlGLl68yJYtW5g6dSoGg4HVq1ezfv16LVPsvn37+OOPP8jMzLzidVq3bs3QoUO1/X379jFv3jymTZtW4S91a4VmV1dXNm3aRHp6Og8++CB6vZ5ly5axc+dOunbtSkFBAZs2bWLHjh0lFq28Gjt27CAnJ4dp06YhhOCrr77i0KFDtG3blhUrVhATE8P48eO5dOkS33//PY888ohdBWkrAwcO1OqMmc1mVq5cyS+//KJl460Irq6uuLm5AfD7778TEhLCnXfeiclk4ttvv2Xv3r20b9+ehQsXMnLkSBo1akRGRgaffPIJUVFRlSI6JRLJ1ZECRyKpRiIjI3nkkUfQ6/WYTCYyMzO1IqqZmZkcPXqU8ePH8+GHH5bpurGxsezfv58DBw7QuXNnEhMTWbVqFbm5uVgsFrp166bVTvr777/ZunUriqLg6enJqFGj7Aopenl50ahRI7y8vIiPj6dNmzZaTaEWLVqwZcsWunbtysmTJzEajYwcOZI//vijXK9Hjx496Nq1K4qikJ2dTV5eHh4eHlgsFv755x9NxIWHhxMYGMiJEye04oslodfrGTx4MG+++SZJSUkEBwdz7NgxNm3ahNlsxtXVlYEDBxIdHY3FYmHNmjX8888/6HQ6oqOjueWWW+zqEIWFhdGgQQNt/jExMYBaNT00NJS0tDTMZjN9+/alUaNGgFpqxNPTk4yMDClwJJJrhBQ4Ekk1o9frOXr0KEuXLsXFxUWryu3j41PqoobOCAsLIyEhAYvFwqJFixg9ejQRERHk5eXxxRdfEBISgouLC2vXruWBBx7Az8+Pbdu2sWnTJoYNG2Z3LWu9q6ioKA4dOkSrVq3Q6/UcPHhQK4rYokULWrRooVUfLy96vZ61a9eyY8cOrVhjTk4OQgi7pTtfX18yMjJKdU1XV1eCgoJISEhAURTWr1/PhAkT8PT05PLly3z77bc88sgj/P3338THxzN16lRcXFz4+eefOXjwoF0V7ODgYE1oWa1EAPHx8Rw4cIB7770XFxcXOnbsqB3bvXs3RqORevXqVei1kUgkpUcKHImkBmAVB7t372b+/PlMnz7dzq+lPCiKgqurK8nJyaSkpLBkyRLtmMlkIj4+HpPJROPGjTWLTffu3a94zd69e7Nu3Tq++OILDAYDrVu3JiEhoULjdMaAAQO48cYbWbZsGcuXL6d///5O+5X1NXJ1dSUuLo7MzEy7gpmKopCSkkJcXBzt2rXTlr1sC2NeiRMnTvDrr79y8803Ex4ebnds8+bNbN++nfHjxztdTpNIJFWDFDgSSTWSkpJCVlaWtszRoUMHli9fTm5urlOH4rJw8eJF2rdvj8ViwWAw2Dn9ZmVlYTAY2L17t51IKCgoID09neDgYKfXzM3NpUePHgwaNAiAgwcPEhgYWKYxLV26VNsv7oh89uxZvLy8CAoKQq/X0759e1auXKlZbnJzc/Hw8ADUJbzS+voUFBSQlJREaGgoqampNGrUyE68pKen4+Pj41AgMysrCyGE5sDtjK1bt7J582Zuu+02bUkKVBG5ZMkSEhMTuf/++7WlR4lEcm2QYeISSTWSmZnJTz/9RE5ODgAHDhwgNDS0wuJmz549pKam0rp1a4KDg3FxcWH//v2A+mX+0UcfcfHiRRo0aKBZNEBdSlmzZk2J1z127Bi//fYbQgiMRiPbtm2jbdu2pR5XZGQkU6dO1f4V59SpU/z+++9YLBaEEOzfv58GDRqg0+lo1qwZu3fvBiAhIYHExETNF+ZKFBQUsGrVKpo0aYK/vz8NGzbk5MmTJCUlAXD8+HE+/vhjTCYTjRo14uDBg5hMJoQQLF++nIMHD5Z47a1bt7Jz504mTZpkJ24AFi1aRH5+Pvfdd58UNxJJNSBrUUkk1czOnTvZuXMnOp0OHx8fhg4dSkBAgF2fWbNm8eSTT141TFxRFIQQBAUFMWDAAO06ly5dcnAy7ty5MwD79+9ny5YtAHh7ezNy5MgSLRYWi4Vly5Zx4cIFLBYLHTt2pGfPnnZ9Tp8+zYoVK5g2bVqZXwuz2cyqVas4c+YMiqIQHR3N4MGDcXV1JSsri2XLlpGamoqiKAwaNIjGjRs7XMM2TFxRFCwWC40aNeKmm27SlogOHTrEpk2bANDpdAwePJj69etjsVhYt24dx48fB6B+/frcfPPNDpYd61jnzJmDwWCwe19atWpFgwYN+OqrrwgKCtIcskFdemvSpEmZXxeJRFJ2pMCRSCQSiURS55BLVBKJRCKRSOocUuBIJBKJRCKpc0iBI5FIJBKJpM4hBY5EIpFIJJI6hxQ4EolEIpFI6hxS4EgkEolEIqlzSIEjkUgkEomkziEFjkQikUgkkjqHFDgSiUQikUjqHFLgSCQSiUQiqXNIgSORSCQSiaTOIQWORCKRSCSSOocUOBKJRCKRSOocUuBIJBKJRCKpc0iBI5FIJBKJpM4hBY5EIpFIJJI6hxQ4ZSQ7O7u6h3DNuJ7mCnK+dZ3rab7X01xBzrcuU5G5SoFTRvLz86t7CNeM62muIOdb17me5ns9zRXkfOsyFZmrFDgSiUQikUjqHFLgSCQSiUQiqXNIgSORSCQSiaTO4VLdA7hWWCwWzp8/X2HnLIvFQkJCQiWNqmZTGXP18vKiXr166HRSS0skEonk2lEmgbN06VIyMzMZP368w7HTp0+zcOFC8vPzsVgsDB48mO7du5OUlMSLL77IBx98oPXdv38/X3/9NXfffTcdOnTg66+/5ty5cwQFBTFlyhT0ej3Z2dm8//77PP7447i6ulZ4oklJSSiKQvPmzSv0ZWsymXBxuT50YUXnarFYuHDhAklJSYSGhlbiyCQSiUQiuTKl+qZPSUnhk08+Yc2aNU6PWywWPvroI4YPH84LL7zA9OnTWbRoEZcuXXLou23bNr799lseeughOnTowPnz50lPT+eFF17Az8+PQ4cOAaqYGjp0aKWIG4C0tDTCwsKkJeEaotPpCAsLIz09vbqHIpFIJJJrxG+HLhGfkVfdwyidBWfz5s00b96ciIgIMjMzHY6bTCaGDx9Oy5YtAQgICMDHx4eUlBS7X+5r167ljz/+4PHHHyc8PFwdgIsLJpMJIQT5+fm4uLhw7tw5UlNTadeuXWXMEQCz2VxpYklSelxdXTGZTNU9DIlEIpFcAwrMFmb9/g8AO2f0qdaxlErgjBgxAoBly5Y5Pe7m5kbv3r21/Y0bN5Kbm0vjxo01QbR48WJWrlzJ6NGjNXEDEB4eTuPGjXn55Zdp2LAhLVq04L333mPcuHHlmlB2drbTuHmLxYLZbC7XNYtf53r5wq6suVosFlJSUiphRFVLbm5urRhnZSHnW3e5nuYKcr41ibwCi7b9z7kEgr0qZlgozVwDAwOdtle6M8mqVatYt24d06dPx93dnczMTEwmE6dPn+axxx7jo48+okmTJjRp0kQ7Z9SoUYwaNQpQl7Dq16+PwWDgs88+w2g0cuONN9KqVatS3d/LywsvLy+H9oSEhErxnaksH5xdu3bx73//m+joaIQQFBQUcPPNN3P//fdX+NoAFy9eZMqUKSWK0tJQmrkOHz6cTz75hMjIyBL76HS6Eh/AmkRKSkqtGGdlIedbd7me5gpyvtWJEIKcAjNebup3xc6zqdoxd28fAgM8K3T9isy10hxSCgoK+Oyzz9i5cyf/+c9/iI6O1o65uLjw8MMP07JlS0aNGsUnn3xCWlqawzXy8vL4448/GDp0KOvWraNt27ZMnjyZhQsXVtYwaxQtW7bk+++/54cffmDevHn88ssvxMXFVfewJBKJRCIpFWuOJdJv7hZOJKkRyvEZRSsolzKqN+NypVhwhBB8/PHHADz11FO4u7s73qjQEnDTTTdx4sQJPv74Y5544gk7C8Fvv/3GgAEDcHd3x2QyodfrURQFo9FYGcOs0eTl5aHT6fD29ubQoUO89dZb5OXl4e/vz7PPPktUVBQPPPAArVu3Zu/evaSmpvLkk0/Sq1cv4uPjmTVrFikpKRgMBl544QW8vLzIz8/nmWee4eTJk/j6+vLGG2/g7+/P4MGDueGGG/j7778JDg7m9ttv58cff+Ty5cu8+OKLdOrUid27d/PBBx+Qn59PZmYm06dPZ8CAAcycOZP09HTOnTvH9OnTtfGfOXOGxx57jJdeeom2bdtW4yspkUgkkmvFhpPJAByKz6BJsBf5pqIlqg82n6JrjD/peSb8Pa69D2yFBM7s2bO5++67MRqNHDx4kLCwMF5//XXt+KhRo4iIiHA475577uHVV1/lhx9+4O677wYgPj6eCxcuMGbMGAD69OnD559/zooVKxg6dGhFhumAyNwDmbvKda5OCISilNzBpzOKT8dSXevIkSOMGzcOi8XCuXPnGDhwIP7+/jz66KO8/fbbhIeHs3XrVl555RU+/PBDQF02+uqrr9i4cSMfffQRvXr14n//+x833XQTd9xxB5s3b+aLL75g+vTppKamMn78eNq0acNTTz3F6tWrueOOO0hOTqZ37948//zzTJkyhT/++IPPP/+c3377jR9++IFOnTqxYMECnn32WZo0acLOnTt54403GDBgAAB+fn68/fbbAPzf//0fly5d4n//+x8vvviiFDcSiURyHbHmWCIAp1NyAYgJ8NCOHUnIYv7u87y38RRL7u9KpJ/hmo6tTAJn+PDhdvsvvPCCtv3JJ5+UeJ5tDhwAg8HASy+9ZNcWERHBo48+qu2HhYXx3HPPlWV4tY6WLVvy6aefApCTk8Njjz3GvHnzOH/+PDNmzND62SYn7NGjBwCNGzcmIyMDgD179vDKK68A0Lt3b3r37s3FixcJCQmhTZs2Wn/bZcFevXoB6uvevn17QHX4tl5z9uzZ/Pnnn2zYsIEDBw6Qm5urnWu9ppVnnnmGVq1aadeRSCQSyfXF/N3neaBnffJsLDgA7208BUBCZn7NFjh1BcWnI5TSylIccxUl+vP09OTGG29kw4YNREVF8f3336v3M5vtPMjd3NwAUBQFIQSA3XiEEJw6dQqDwYBer7e7h7U/YBcyX7wfwOTJk+nQoQNdunShS5cuPP/889qx4kuQTzzxBJ9++imbN2+2i6aTSCQSSd1mZJtwlhxUc969v/EU7aN8nfbLM1U8irmsyKx3NQSz2czu3btp27YtGRkZ/P3334Ca8PBqlqwOHTqwevVqALZv365Zc8pLeno6Z86c4YEHHqB3795s27YNi8VSYv/WrVvz9NNPM2fOHDtLj0QikUjqNl7uRT+QF+276GDBsdIyzOdaDUnjurTg1BSsPjigxvq3bt2a+++/nz59+vDGG29gNBrx8vJi1qxZV7zOU089xcsvv8xPP/2EwWCws7aUBz8/P0aNGsW4cePw8vKiXbt25OXlXVG8dOrUic6dO/Phhx/y+OOPV+j+EolEIqn55BWYOZ2co+17uemZvfofp32rw8lYEbbrFnWYI0eOaJmWK4KsRVV2Kuu1r2pqUm6Ja4Gcb93leporyPlWF13e2mi3H+nrzkUnoeGj24bz7MBm5bpHjciDI5FIJBKJ5PrFVtw8ckNDbdtsqR47ihQ4EolEIpFIKhVXfZG8WHoooVrGIAWORCKRSCSSSuXQpYzqHoIUOBKJRCKRSMrGpYy8Kx6fObi5tu2iu0Jy3CpEChyJRCKRSCRlYtQXO+z2h7QItdt3sVmi+mZ8h2sypuJIgSORSCQSicQBIQRLD17iRGK2wzFzMb/hlBzHmpFvjGhF+yhfmgR7VdUQr8j1Ee8skUgkEomkTPyyP57/rTsBwM4ZfUrst3pqdwZ9vM2hvW+TYPo2Ca6y8V0NacGpRtauXctdd93F2LFjufPOO5k3bx6g1vWyZjIuLeU5RyKRSCSSklh+uCj66XJmPpYS0uYFeLrZ7a+c0r1Kx1VapMCpJi5fvsw777zD3Llz+eGHH/jqq69YvXo1f/75J7t378ZsLlvdjvKcI5FIJBJJcdJyCxBCaBXCAW75bDsP/bTfoa91+enO9pFam5+hZiwO1YxRXGOWH05gaWFxsLIihEBRSvYIH9EmnFtahV31OmlpaZhMJvLyVE90T09PZs6cyR9//MGRI0d4+eWXeeONN3j99dfx8/Pj5MmTvPbaa+zdu5cVK1aQm5uLTqfjtdde49ChQ3bnuLu789prr5Geno7BYODJJ5+kRYsWJCQk8MILL5CRkUGTJk3Ys2cPv/32GyNHjmTu3LnUr1+f3NxcxowZwy+//OK0CKdEIpFI6i4ZeQUM/Ggr93eLIafA/kfzrnPp2vbYjlH8sOcCX45tD8CErtEs2HsRgOqJmXJEWnCqiWbNmtG3b19GjhzJPffcw3vvvYfFYmHy5Mm0bNmS559/niZNmgDQpEkTfvnlF6Kiovjzzz/55JNPWLhwIf369WPRokUMGzbM7pwXX3yR6dOn89133/Hcc8/x7LPPAvDGG28wcOBAfvzxR/r378/ly5fR6XQMGzaMlStXArBu3Tp69+7tUDFcIpFIJHWfc2nqj+4VRxKICfAosZ/ZIvAzuODhqv4QdrOJmrKNoKpOrksLzi2twkplZXFGZdaieuaZZ7j//vvZtm0bW7duZeLEicyePduhX5s2bQDw9vbm5ZdfZvXq1Zw9e5YtW7bQvHlzu745OTkcPnyYl156SWvLzc0lLS2NHTt2MHPmTABuvPFGfHzU6q7Dhw9n2rRpTJ06leXLl/PQQw9VyvwkEolEUruw5rfRKwqxkb6csimmacvCQmuNFdcaImpsuS4FTk1g8+bN5OTkMGjQIEaMGMGIESP49ddfWbJkiUNfqzXl0qVLTJkyhTvuuIOePXsSFBTEsWPH7PpaLBbc3d35/vvvtbaEhAT8/PzQ6XQ4q60aGRlJREQE69evJzk5WRNUEolEIrm+mFMYNZWaW8CFdOfJ/ExOaku56mvKwlQRNU9yXScYDAY++OADLl5UVbAQgri4OJo3b46Li4tTh+HDhw8THR3N+PHjadOmDVu2bNH6Wc/x9vYmOjqaFStWALBt2zYeeOABALp168aqVasA+Ouvv8jMzNSuPWLECN544w2GDh1apfOWSCQSSc0lNbcAgGyjmZ1n05z2yc43ObRZLTiBnq5VNrayUiUCZ+nSpXz33XcAHDt2jP/+9792xzdu3MgTTzzByZMnMZlMzJ07l9mzZzN//nytT2JiIu+8805VDK9G0LlzZyZPnsxjjz3Grbfeym233ab54PTo0YPXXnuNffv22Z3TvXt3LBYLt99+O/feey8RERGaQLI95+WXX2bx4sX861//4oMPPuDVV19FURQef/xx1q9fz7hx41izZo22RAXqklV6ejq33HLLNX0dJBKJRFK7SHaS1A9g0b2d+e6ujtd4NCVTqUtUKSkpLFq0iIMHD9K9u/M4+BUrVrB582aeeOIJwsPD2bdvHwEBATz88MO8++67XLhwgaioKBYtWsRtt91WmcOrcQwbNoxhw4Y5tN99993cfffdAHz66adau6enJx9++KHTa9meU/w8K+vWreOJJ56gUaNGHD16lBMnVFOkEIJdu3bRtWtXQkJCKjQniUQikdRdRn2xg3u61AOgVZiP3bEGgZ7VMaQSqVSBs3nzZpo3b05ERITd8geoX6KLFi3in3/+4T//+Q9+fn7qAFxcMBqNCCEoKCjAxcWF/fv34+/vT3R0dGUO77onOjqa5557DkVRcHd35/nnnwfgrbfeYuPGjbz33nvVPEKJRCKRVBdmJ741xbmQnsdra9Ufx4/1bVTVQ6oQlSpwRowYAcCyZcvs2i0WC19//TXbtm1j0qRJmrgBaNmyJbt37+bll18mNjaWwMBAvvrqKx555JHKHJoE6NWrF7169XJof/zxx3n88cerYUQSiUQiqSmMLFZA05aGQZ4lRlTVVK5JFFViYiKNGjVi0qRJfP/998TExBAWpoZp63Q67rnnHq3v8uXL6dmzJ1lZWVrpgltuuYWYmJhS3Ss7O5v8/HyHdovFQkFBwRWT9JUGi8WCyeToYFUXqYy5CiGwWCykpKRU0qiqjtzc3FoxzspCzrfucj3NFeR8K4O4lDwSMh2/O1uFenL4cg6dwh0FToyHqcpf99LMNTAw0Gn7NRE4wcHBTJw4EUVROHXqFB999BFPP/00BoPBrl9KSgqHDx/m8ccf58svv2TAgAEEBwfz+eef8+STT5bqXl5eXnh5OVYuTUpKQgiBq2vFPLwrMw9OTacy5mo0GnFzcyvxAaxJpKSk1IpxVhZyvnWX62muIOdbGczdecxp+wtDWpJXYOZUSg4cSrI7FhQUVKljcEZF5npNwsT1er1mObntttvw9PTkm2++cej3008/cdttt6HT6TCZTOj1enQ6HUajc4/tsuDv709CQgIWi6XC15KUDovFouXgkUgkkuuV44lZJRaqrCksO1RUWPOWVqHatpebnjYRvrjq7OVClJ+9gaImcs1NEXq9nsmTJ/PKK6+wYsUKLe/KkSNHcHNzo1Ej1Wlp4MCBWtj46NGjK3zf4OBgzp8/75AYr6xYLBZ0uusjfVBlzNXLy4vg4OBKGpFEIpHUHHKMZvQ6BXeXkj8nz6XmMu7bPfgZXFg7rec1HF350dm4cugLt4t/FdzRIZKaTpUInOHDh2vbzZs3tysbABAQEMAbb7xh19ayZUtatmyp7Tdu3Nghf05F0Ol0pfbjuRLXkyn0epqrRCKRlJW+c/+ifoAHP03sUmKf349dBiA9r/b4bg5pGapZdLzdVZlwMinbrk9xi05NpOaPUCKRSCSSGsqZ1NwSj6XlFvDJljPXcDTlp0NUkStB15gAbdvTTS2m2S7C3tXArQaWZiiOFDgSiUQikVQBeQWOJXdqGsnZRnJLMc5wX3e7/ZLqVNUkro9wIIlEIpFIrjHOilLWNIZ8so2mwV5czLAXLGse7IGtjcbDVW93vDYsuUkLjkQikUgkZaQ0UVF5BfZRu6WxlFxLMvLUwprHk7LJNqpjm31zCwD8PVzx8yhKqxLpZ2DmkObXfpAVQAociUQikUjKSL7p6ilH8kz2gialhCKVZaHAbOFgQjaXMvMwlmIMV+Kjv07b7Xer78+QlqHOOwO3tArjozHtAHjkhoYVuve1QC5RSSQSiURSRkrjX/PF9rN2+5WRCuf9Taf4Yc8F4BQNAz1ZeG/ncl/rp33xdvvmUuilzjH+7JzRp9z3vJZIC45EIpFIJGUk7yrWEyEEm+PUEgN9Gldext/03AJt+1RK5daGctHV/MiosiAFjkQikUgkZeRqS1Rz1p/Qtvs3VZOdVobPcYCnm7Y9oFnlJlF1rQWh32VBChyJRCKRSMqIrSXFGT/bLP9YMwMLKq5wCmzWkXwN5a+tKJysl10pI3NtpG7NRiKRSCSSa8DrNhaaq2GtfCCEGn21OS7ZqcAoDdnGovBspQIGlwwnYd5S4EgkEolEcp3j71F664mtwPl5Xzz/XnyIVUcvl+u+yw8XnWcyl98ilJRtH9E1um04j/ZpVO7r1USkwJFIJBKJpIx0r6+WM3Dml2u2cba5s0MkSmHKPIsQWgbg4gKjPFQkkWBysZD1Zwc2s/PvqQvIMHGJRCKRSMrI6cIIpuL6Jj23gFu/3KntP96vMeuOJwEgKEoQqCvH+lLxZS1zRQROocB6Y2Rrwn3cr9K7diIFjkQikUgkZWRpYbVtFIV8k0XzX3l9/Qky8m39ZBQshULkSEKmJnDK44JzMsk+LLwiFpztZ1IBaBnqTWgdFThyiUoikUgkkjIyuEUIoFpRer+3mW92nAOgYZCn1uff/VSflvOFy1Iv/f4PuYUlEd7dGFfme/60/6LdvslS9kzG+SYL83ed13x5XOpYaLgtUuBIJBKJRFJGjCZ768l3u88D9stGDQNVsWObQE+z/JSDpCx1WalTpDd+BpcyL1Fl5Zvo/d5mO3EVUAZn6dqGFDgSiUQikZSRLKN9mHWO0Ux8Rh6fbysqz2Bdtvq9nBFTxQn3VZeSZg+oT5SfR5mXqL4sVjoC1CW0uooUOBKJRCKRlJHsfPtaVPlmCyM+32HXZnDRA9A0xNvh/AaBHmW+Z47RTKi3G3qdgoteKbPA+XbXebv9vpVYQqImUi4n471797J06VIURcFgMHDXXXcRERHBqlWr2LJlCxaLhc6dOzNixAh0Oh1Go5H58+dz5swZLBYLo0aNolOnTgBs3LiR9evXYzAYmDRpEsHBaurp999/nzFjxhAREVF5s5VIJBKJpBLIKXBMlFccY2HW4X5Nglh+2H5p6nRKLln5JrzdS/81nG004+Wm9r+YnkdSthEhRLmtMPd1iynXebWFMltwjEYjn3/+OQ888AAvvPACXbt25bvvvuPAgQPs2LGDZ599lpkzZ3L69Gm2b98OwLJly3BxcWHWrFnMmDGDRYsWkZSkhs2tWrWK5557jv79+7NhwwYAdu/eTUREhBQ3EolEIqlxLDt0idMpuVft5+WmWnD6NXFeM+rnYtW8r0aO0Yxn4TWteXQSs5zn01l97DKXMvOueL0gr7qV96Y4ZRY4lkKv7dxc9c3Ny8vD1dWVvXv30qVLFwwGAy4uLvTq1UsTOHv37qVXr14ABAQE0LZtW3bsUE15er0ek8lEfn4+er0eo9HImjVrGDZsWKVMUCKRSCSSyuSl3/8pVT9nS1O2zN18Stv+/ehlUgqT732/+zy9391s50Scb7Jw+FKmJnCsODPeWITgueVHmfTjPq3N2XJWWB0ND7dS5iUqg8HA+PHj+b//+z98fHwoKCjg8ccf56effqJp06Zav4CAAFJS1FLxKSkpBAYGasf8/f21Y6NHj+bNN9/E19eXe++9lxUrVtCvXz8MBkNF5yaRSCQSSaUzoFkIa/9JLPH41+M64FOGpacTSdk8v+IoABse7snbf6pRTpez8onwVb8LX1nzDxn5Ji1BnxVnwsWadycxK19rO5mUbdfHtwzjq62UeYYXLlzgt99+48UXXyQsLIxt27bxwQcfEBTk6KxkXRd0VlTMeqxjx4507NgRgMTEROLi4hgxYgQLFiwgOTmZpk2bMnDgwFKPLzs7m/z8/Kt3LCe5ubmaOKvrXE9zBTnfus71NN/raa5w7edrFTffjmnGt3svs/pEmt3xCLcCEAWk2Cxj/TKuJetOpvHB9nga+LtzOk39ntpz8iLnM4q+s46dK4q4upycirtJtbKsPKK2xyXnaCsoAIk2fazkm4ry41hfl8//OmfXZ9HYFrXiGSnNe2trQLGlzALn0KFDNGzYkLCwMAC6d+/OwoULAUhLS9P6paamEhCg1uoICgoiLS1N27fdtmXRokWMGTOGo0ePkp+fz7Rp03jnnXeIjY0lNDS0VOPz8vLCy8urrNMqNcWtUXWZ62muIOdb17me5ns9zRWu7Xxtf7C3iAnnlZhwVr+1UWsb2Sbc6VgCgXvDQ7i3l7rS0aXwnClLTjCuY5TW773tRc7IXj6+BAY6fp95eBRFYHl6O/axVhxXFIXAwECEEGw4dVA7vmBCJ6fXrYlU5L0tsw9O/fr1OX78uCZmjh07hk6nY9CgQezcuZPc3FxMJhNbtmyhffv2AMTGxrJx40aEEKSnp7N//35iY2Ptrrt//378/PyIiYmhoKAAvV5dZ1QUhYKCgnJNTiKRSCSSymTH2bQSj7UK8+H5Qc1KdZ1gGwff7/dc0LYPXcrUtp0l8hvRWjUuWMPMf/z7gkMfa4Jja37BvRcytGOueoVGQbVD3FSUMltwmjdvztChQ3n77bfR6/UYDAYefvhhGjRowIULF5gzZw5ms5nWrVvTp08fAIYPH87333/PrFmzsFgsjBgxgqioIsVaUFDA8uXLmT59OgCtWrXizz//ZPbs2TRs2NCur0QikUgk1YWnq96h7ZtxHXhlzT98dHu7Ul/nrVGtuee7v+3ausb4s/NsGlZZ48y/xkWv2iUaBXlxOiWX/fEZDn0OXVLbCszq+Xmmopw9v03uVuox1nbK5WXUt29f+vbt69A+ZMgQhgwZ4tDu7u7OxIkTS7yeq6srzzzzjN2+VexIJBKJRFJTsBbLHNKiyG2iVbgP393dqUzX8XdSIiE1pwBbSWOtNXU+rcjnxuq87GdQ/7+SjytAWm4B038pWp4K9KzboeG2yEzGEolEIpGUEmvyvtHtwit0nWAnOWiOF4t0si5RLTt0SWub1F1Nzte/mVrs82r5eAZ+tFXbnje+Q/kGW0uRAkcikUgkklLy+1E1gspFV7GvT1f91c83WQRCCC2Z3+L7u2BwskRWPKFfttHs0AegZZhPOUZae6n7gfASiUQikVQCSdlGlhxUrSnWSuEV4cMxbZn20wGH9hh/D86m5fLCiqOk5BQF2UT5FUVPudkIpLikHMJ9inLH5Rgdy0h0q+9f4fHWNqQFRyKRSCSSUjBvZ1EuGR9Dxe0DXWIc06UAPHxDQwA7cVMcWx+ePefT7Y7lFFiKd+e5gaWL7qpLSIEjkUgkEkkp+GGPY0h2VRDp55jJv0uMv91+w6AiC9I3O89xyCaaKivf0YLj4WRpq64jBY5EIpFIqo3FB+L5u5gF4nrH4iQyKseJX00jG5Fz7w97te2P/jrt0NdVX76K47UZKXAkEolEUuUcuJjBmmOJpOUWcPvXO9lwIoljl7N4Zc1xHli47+oXqGa+tVme+vW+LpV23cf7NWZKz/q8ObK11uYk/Q2P9W3k0PbdXR3t9p3lzbHiWkGn6NqIdDKWSCQSSZVyKSOP+37ca9f25NLDvFAs6+/Lq/9hycFLfDCmLV2i/en69iam92nIjU2CqefvQXXyyZYzALxyS4tKHcu/OjomsnWW28ZZ/hoXvY6vx7bXrDcZeQV2zsf2faUFRyKRSCSSSiXP5Oj0CvZFIRcfiNcilL7ecY6ub28C4L2Npxj95c6qH+RVuKNDJAADC/PPVCXeTip9+5bg1Nw6wlfbXnYwoUTHZJ0iBY5EIpFIJJWKbX0lW86k5mjbr6w5rm3vdFLvacXhBIe2a8nlrHwi/Qx2WYIrm9tiIxjVNpwGgZ58ckc7Nk/vrR27kpPw1+PUBH5zN59i86lkAN4c2Zp103pwT5domgZfH7WniiOXqCQSiURSpcxcdcxp+4K/L5b6Gi+uOkb/ZiG4u1z73+VCCH4/mkiEr3uV3ufp/k217Y71/O2OXclJuFWYt7b99oY4AEK93fA1uPLIDQ15pDDs/HpDChyJRCKRVBmXM/Mr7Vq939vM71O7X9N6SieTsjmdolqa4jMqby6lZeWU7gghrrjE5Myq5KzW1fWGFDgSiUQiqTJOpeRcvVMZOJGUTdeYayNwnlt+hNXHErV9Z/Wjqpry3tOZH8/1hvTBkUgkEkmVcaXQZSiqjl2cT+5ox4aHezq0u5eihlNlYStuABZO6HzN7l1RpMCRAkcikUgkVciOM6kA9GoYqLWNaltUibuev2PWXlB9ULzcXBjU3D5q6WqCqbLo+tZGhzZv99qRDfh69bkpjpR4EolEIqkw93y3hyMJWbxySwsGNQ/V2q1lA94a1ZpuhaHfk7rXZ/EBNSTcz6D6irxySwvqB3hyJCGTcJ8iZ97/9G9iZ0m5FgJnxeEEnN2lKiOoKos1D/aQ/jeFSIEjkUgkkgpzJCELgOeWH6VjPX/Gf7ubLtH+5BSYifH3QKcofDu+A5n5Jgw2kVDaUoqA5qHeNA/1truur8GVj29vR7bRzONLDl0TgfOik6ivTvX8qvy+FWFKz/p8suWMFDc2SIEjkUgkkgpRPPPuzZ9sA+D3Yj4sLcJ8ADCZixL8tQ73Ye0/iYRdIQS7U7Q/RxLUXDrma7REVZyHetfsZZ9J3eszqXv96h5GjaJcAufixYv88MMP5ObmAjB27FgaN27MqlWr2LJlCxaLhc6dOzNixAh0Oh1Go5H58+dz5swZLBYLo0aNolOnTgBs3LiR9evXYzAYmDRpEsHBwQC8//77jBkzhoiIiEqaqkQikUiqgmwnhSCvhIuNo/C4TlF0ifF3sNwUR69Tl4eqwoJzLjWXD/86xcwhLZj4w992x/o1CWJwi1DaRPhU+n0lVUuZBY7RaOTdd99l3LhxxMbGcvDgQT777DPGjx/Pjh07ePbZZ3FxcWHu3Lls376dHj16sGzZMlxcXJg1axapqanMmTOH+vXrExwczKpVq5g1axZ79+5lw4YNjBkzht27dxMRESHFjUQiqVP8sv8iTYK9aRfpe/XOtQSjycKNH2wp83nNQryI9DWgU5SrihsAF03gOC/7UBFeX3+CbWdS0SnHOJ6YDUCIlxsj24YzvlM9GZFUSylzFNXhw4cJCAggNjYWgDZt2vDwww+zd+9eunTpgsFgwMXFhV69erF9+3YA9u7dS69evQAICAigbdu27NixAwC9Xo/JZCI/Px+9Xo/RaGTNmjUMGzassuYokUgk1U5SVj6vrT3B/cWKTtZ2Xl7zj7atK4MP7jfjOvDasJal7u9SWA3bZK58C45boU+QrTNzh3p+TOnZQIqbWkyZ37mEhAT8/Pz49ttvOXv2LB4eHowePZqUlBSaNi1KMx0QEEBKSgoAKSkpBAYWhQj6+/trx0aPHs2bb76Jr68v9957LytWrKBfv34YDM5DByUSiaQ2klEYTVRe4jPyOJeWS9eYgEoaUeWw8shlbdvZ6tELg5oxsLljgUqXMuazsXbfFJdMltHMHe0jy3T+ldh4MtmhTQqb2k+Z30Gz2cyhQ4f497//zd13383BgweZO3cukZGOD5s1pM5Z6XfrsY4dO9KxY0cAEhMTiYuLY8SIESxYsIDk5GSaNm3KwIEDSz2+7Oxs8vOrLp12bm6uJs7qOtfTXEHOt65T3fNNTskt2k5OLnPI8YylJziRkseS8a0wuF5ZHFyruZbk8Nu1ng/74rPINwvaBenIzUwn12nP0pOVrVbJXvtPEmv/SWJATNGP4IrO19+gJy3P3o/IVRTU2L+P6n6WryWlmautAcWWMgscf39/wsPDady4MaAuUbm6qmFpaWlpWr/U1FQCAtRfGkFBQaSlpWn7ttu2LFq0iDFjxnD06FHy8/OZNm0a77zzDrGxsYSGhjr0d4aXlxdeXlVXObW4Naoucz3NFeR86zoVne8TSw7x58lkdvz7hnLlQ9l2qaga9ukcPZ2i/a96TnxGHquPJnJPl3qcSMkD4PO9yfx3cPMrnnet3tuFe50Xy4zw96Jn4xDe+TOO+uEhlZI/Rrgb7fZt51fR+bro9UCRwHHX63i4X3MMV6jgXZ1cT3+7FZlrmX1w2rRpQ3JyMqdOnQIgLi4Oo9FI//792blzJ7m5uZhMJrZs2UL79u0BiI2NZePGjQghSE9PZ//+/ZoPj5X9+/fj5+dHTEwMBQUF6PXqg6UoCgUFBeWanEQikVQWfxYuYxSU0wfENrdKXkHpHGXv+nYPczefIsGmYOWyQwmcT6uoPaT8zFx1jOdXHOHwpUxW2SxP/TSxM/d1iwHA003P+E712DmjT6Ulx3Mp5uBjG2peEYQQpOUWEBPgobX9OKFTjRU3ktJTZguOr68vDz30EAsWLCA/Px+dTseUKVNo3rw5ly5dYs6cOZjNZlq3bk2fPn0AGD58ON9//z2zZs3CYrEwYsQIoqKitGsWFBSwfPlypk+fDkCrVq34888/mT17Ng0bNrTrK5FIJNVJnsmsOaWWFz+P0n30Wv121h1Psmt/atlhbm4Ryl2d612T7Lq3fbmTIS1DmdyjPssPq5ao348WOeRO6BJN/QBPAgqTzFXFiPTFBM6lzHzq+XuQlltQasHojJwCMyaLYFSbcA5dymTd8STq+Xtc/URJjadcXlRNmjTh6aefdmgfMmQIQ4YMcWh3d3dn4sSJJV7P1dWVZ555xm7fKnYkEomkJpFvqrjl4Jud5/i/Ea1L3f+dP+Ps9o8nZnM88RR6ncK4TvUqPJ4rIYTgbFoun249Q/sox/D2aH8DDxfWPhrWOoxDlzKZWGjJqUyKC5zRX+602985o0+5rpuZp4pIX4ML/xveyqnPqKR2IottSiQSyVU4m1q0JGS7XFRaii+nbDjhGLVTnNMpOVft89uhhKv2qSi5NtaRaT8dcDh+Li1P2/Z2d2H20BZVUi7A3UVHk2Avpvas3Gy9UxbtB8DTTf29XxvqTUlKhxQ4EolEcgXMFsE/iVna/pfbz5b63C5vbaTLWxv565RjFIjVclASt3+966rXN1aSH8qVsJ17daJTFH64pxP3V3I5govpqkAr7bKhpPYgBY5EIpFcgdfXn+CZ345o+5viSheeaytgThVaY9z0RdaBmz7cwoOL9rHkQDwPLtpXrrGl5VZtAMbqY5eZvMB+bAE1tJjjR3+dKpPz9ZZTKXR5a6O237GefxWMSlKdSIEjkUgkTrjtq538uOcCv+yPdziWVYqkfXsvpmvbVr+dF4fYh3fvOpfOy2uOs+tcOulXESvto3yZf1dHu7YOUVVb4frr7ecc2hoH26fh8DPUDMvHl9vPMXv1P1fvWMijvx602y8epSWp/UiBI5FIJE44m5rLmxtOOj1WmtpLMxYf0rZPFyb5G9S85HxeeTbOy9vPpDocv79bjEPNpqRso0O/yuR4UrZDm7ebffi0ewUjysrDf/o3cdpeXo0y++YWFRiNpKYiBY5EIpHYsPhAvN3ShS0j24Rr2/kmCzMWH6TLWxvtMvrmGM2M+co+wichM4/O0aq15b+Dmzm9doGNP82F9CLH3W/GdaBxkCdtixXobBzkWaU+OEsOOFquAG5uWSTSbmoaXKZosMpiWKswBjcPYcGETgxvHaa17zqXfoWz7LHNezOkZekSyUpqF1LgSCQSiQ2vrDle4rHnBhbV23t/Y5zmj5Oepy4v3fHNLvrO/Yszqfa+IAfiMwn2cgdgeOtwfpnYxeHaa/8pyivz2lp1DD9N7EyrcB9+nNAZr8Ionz8f7sXqqd1pEOhJQaGw2ncxHVMJZRPKw6WMPF62eR06RPlyU9NgAOoHemrt/xvWklbhPpV239JicNXz8i0taRTkRXSxnDWJWY5RbhYhHJYVrUuCH9/eruoGKqlWasbiqUQikdRgWof78OUId0j4jndHD+XRXw+ywKZMQWpOAd5uLpxKLjm0+0B8hrYdHeCBXgHbpMgbTybTv2kIZps8LPX8HBPOebrp8XTT46JXKDBZOHAxg0k/7uOBHvWZ3KNyIoyGf77Dbr99lB/3dImmf9NgGgd78fzAphRYRI0Iqb67SzSpmdn8sF8ViP9czibEWxWTh+IzcNHruGv+HkB1kF79YA9WH71Mep6JMB/3UpXMkNROpMCRSCSSEgj2ciMp28iJpGyUywsBsOCYzDQ1p4B/zdtt1zalZ33yTRa+3qE66v7fiFZ2x1c/2IP+H27V9g/EZ3LnvF1aKYj6AR4Oye1scdPrKLAI/r1YdZaNu4K4Ki8j24QzJjaCpiHe6HUKg1qoSzkj20ZU+r3Ki4tO4d6OYfRtHsHURft5fOkhtj12A3/FpfDYYntH4tTcAkwWwfzd5wHQV78+k1QhcolKIpFIbAj1dgPg0T6NWDqpKwAf3NZWO94k2NGqkpLr6Ow7qXt9BjQL0fabhtg7CPsaXHlhkL0/jm2dq+l9Gl1xnK56HTlGM+mF4ehr/0lkwd8XiEt2dAwuC7ZJDdNzC2gR5nNFoVVTaBikLp2ZLQKzRTiIGyv7LqRzJEHN7fPmqDbXbHySa48UOBKJRFLI5cx8LmcZ8XLTc1fnerjqdeyc0YdYm3DsMG8XB2vMFieJ/ACHqKfijGgTXmKJgRsaXbmCsqteIbOYX8kbf5xkysL9Vzzvatxm4yAd5uNeoWtdSwI93bTt7u9sKrHf1EVFr0+TYiHvVYUwXkZYVN8gYUpDnH8XYcqswAUFInVtxa5xHSAFjkQiqdVUZu2gWz7bDkC20YxI/BmRfcSxk7DQr0kw4zvV4/F+jQFYfviyXZcnbyoKY15yf1eWFVqCSmLTI70c2q7m35JcQoh4Wm4BFzJKV07iX9/sostbG1n49wWnx2NsHIprA53qOc8L1NuJWBzQLLiqh4MQFsTpWXD+bTg9U21M3wLGS5D1d7mv62bcB6nr4MJ7lTPQSkaY0muE+JICRyKR1GqGfbad/648Spe3NvJVGcooWDFZBF/tOEu2scgaUs/PAJm7IGGekzPMADzWtxH/6hjlcLR/02DuaB+p7Uf6GQj3NVxxDAZX/RWPO+NoQsklFF7d4JigrzhCCE4W+u383x9qvp/4DDU8vW2ED4/1bcStbcNLPL8mMrNYIkUrA22WCq0EeLg56Vk2RPoWRPahkjtk/Q2WopB/YTGCsIb2l2/ZT2Qfwit3jbrjXvlFTcuKsOQhMrYjCuclhBnO/g/OvoqwVG2m7ashBY5EIqm1HIzP4HKWkZVHVAvKh3+dBuDwpUynGYidsfJIAh9uPs3cTae0tm4NAko+QZSce2ZIi1BmVULSuNL4vNiKonbFcuScSMkr3t0Bs5Ow8hGF0VNhPgbGd6qHi752fUWUJCQ71PNj3vgOAPQofG9TciqWJFEIAcnLIGG+8+Npf0LiT/aNpjSsAlndLge299NfmyW2K5L6ByQthpxCa6fJJheRufR5iaqC2vX0SiQSSSFCCCb+sNfpsQnf/81ra487/RIvzkebTwPw074iQfRQr4b297LYfhnaC5wHbEKzR7UNL3dm35eHqsJo4yO92PbYDVftH1soal4b1pIZfR0dkq0Wqbvn7+F/6xxz+6w+lmi3v+10kR9RSZmCawMvFiZSDPZyw7NQBLq76GgZ5sPOGX20ZI0VThtkKqoIL3KOFvnYCDMiYxekrCrqGzxa/f/825CxTd3OuHo27OKI3FPFGqo2k3WpSC9MiplfmDYhN67oWObeaz4cW6TAkUgktZLkHEfzt06BkzblBdYdT3ToU5xEJ74sPsXrKxUUfZkhzHaHJnVXlwnCK5hTZXCLUHbO6INHKZerHuvbiG/Hd2BAsxBaR/jyeL/G/DKxC4Oaq8sxD/90gD9PJnP0chY/74t3KMyZb7IXao/8UhR1VFPqS4mkJYjsI4j8i4i80i0/3tIqjC/+1Z4VD3TTLFsGl6LXVFfo21Rh362U34u2L30D8Z+p2+mbIennomP1ZoDR3ker3GTa5yeimpeA7EhbjzClg94myjBtXfWNB5kHRyKR1CIupOcy6oudvHJLC/Y4Sctfz8/DLh/Nc8uP2tV/MlkEJ5Oyrxjd5K7XOX752f5SLkgE1yBtV1EUlk3q6iiKqhiDq54WYUVZhK3+QLOGNGf1sUQOXsrku13nteMDP9rKtsduQK9TEELwc+ESXsswby1s2sq1TuCn+m8ocPEDyC/m8Gy1eABCZ4D6/73i+BRF0YTNa8NaEpecg6dN/awWYep7f3NFyzPkXyy2fwGR8jukbShqC7sLxS0EUQlLNSJ1HWTtBfSk+s8gIPtryDlc4etWaEzmXHANg4IEteHChxA03L5PQQqK65UjAqsKacGRSCS1hlFfqCHMr687oX1B23I2LdehzZa3/jjJXfP3cPhSyREeX4xtDxl/2TdabKKSTBkUJ9zXoJVSqG5s/Wb+vmD/xWotKbHzXBrHLqui5r5u1eeoKoQFkfgrnHoOEhc5ipviWPIg//yV+9jg7e7i4J8U4Wtg54w+3OTE8bi0iJx/wOQkNYCtuAFwj1b/D7613PcC1OWv1LWFe4UWxALVOinMlZ/gsdScealI3ACYMyC32HJo4i+IuGcQ5pKd4qsKKXAkEkmtwNYp1JqKH2D9tJ4l5pIBWP9PIpl5Jnaez2TRPvVX98tr/gHgfKEgUoBBzUO4u3M91bqTvLzYVWwsOkm/Vmwi1Yg1tHzOuhNaW6uwa19LSiPr76JlF2dh04oT0Siqd1lGCDNc+urKnQJvhsipKC6quFL0jskhgdKHUtv689T7d7GDVVdwtVwUX0bLUyP0HCxe14AK/eTYu3cvn3/+OXPnzgVg1apVbNmyBYvFQufOnRkxYgQ6nQ6j0cj8+fM5c+YMFouFUaNG0alTJwA2btzI+vXrMRgMTJo0ieBgNTfB+++/z5gxY4iIqDkpwSUSSfWw6shlXlh5VNt31Ss0CPSgSbDXVZeG/vObYy6b44nZGE0Wrer3v/s1ZmzhEo9ItfcbEOlb1GiZWsT/DWnIk6tOObSvPHKZC+l5Wrbi/w5uRqhNMr/P74ylQRXnvhHCAsZ4cAl0jDKypd6/UdxC1WWQMy+p1pD8c9UucMjYXrTtFgVGR6uT4u9EcLtFqPO2Jf4LiH7MrklY8uD0LHUn7B5I+A7NatPw1cLlORvrUTGfsBqLocE1v2W5LTgJCQn89NNP2lr1gQMH2LFjB88++ywzZ87k9OnTbN+uPgjLli3DxcWFWbNmMWPGDBYtWkRSUhKgiqLnnnuO/v37s2HDBgB2795NRESEFDcSiQTATtwA+BlcOZ2Sa5fJ95WhReHZKx/oRsuwK2cRfmb5Ea3YZbf6/kUHtKWAQhysOTWfIE970Telpxrp9e2u8zy5tMhvY3hrNaJoaKE/SpSfAT8P1yoZk8jaj7i8QF2OujBXFS3OiH4KGs5GcVPHpOg9UBq9BsGj1OOJPyEuflYlY7wa4uwbRWI3choYnCzv1X/O6blKvenQYBYEDgWvwgrmNss7wpyrir8LHxedlDAPTdy4RTj3PaomgSOcLNXa4dfbblfRVTzvUFkpl8AxGo18+eWX3H777Vrb3r176dKlCwaDARcXF3r16qUJnL1799Krl5qpMyAggLZt27Jjh2rG0uv1mEwm8vPz0ev1GI1G1qxZw7Bhwyo6N4lEUgdYtNfRtL3tTCoA28+kaW2DWoRyX7doXr2lJcHe7nap+52x8WRRZFTDK1otatgSQCkI97af+/1O/GystZsAnhnQlK/HtifYu2pKM4i0jXD5h0In2WK417PZjgEXfxRnS1PWNnMW5MU5Hq9iRPoWu9BwxRANAQPBry9EPwmGhlD/ORR9ycJa0bmh+N8AoXcUXbcgBZGxUxV8p56z92mxJWRMCQOrJgvOuf+78nGPxtdmHFegXEtU8+fPp0+fPkRFFWXxTElJoWnTptp+QEAAKSkp2rHAwCIvan9/f+3Y6NGjefPNN/H19eXee+9lxYoV9OvXD4Phypk/SyI7O5v8/NKlKS8Pubm52tjrOtfTXEHOt6by+voif5E72waz6p9U0vPVD/Uvb21qN4c7W6qp+lNSUni4Swh/lVAjqjipqana9hVS/GmkJCfDNY40KgvG/DzeGNKQg5ez6VrPx25+Vh7pGmb32kW4UyXPg96UgG/WyhKPp7kPx1V3HKNbe/U1dTJWAJ0lG9tCDLbvQZU+y8KEIvLxz1AtNxne4zDrI8F6P6UrZAKGMZBuxG756Ar4Kr7oRcbVhUIhqVl6yFavnZubi5vnzXjlrCQjLR6zS9kzYVeUAGEq8ZjRtTnZeaHa31Km152Yyvn+lOa9tdUXtpRZ4GzYsAGdTkevXr20ZSZwnlNAuUK+Aeuxjh070rFjRwASExOJi4tjxIgRLFiwgOTkZJo2bcrAgQNLPT4vLy+8vKouu2NxsVaXuZ7mCnK+NZEf9hT5N/w8sQsxAR4sOLBRa2vboORl7MBAuKdLDiazhe8Lr/PMgKb0aRTIa+tOaBac3o0C7V4HkXb1cQW4X0Txbnv1jsUQwgRCoOiqZhnISkpKCn2jAunbyvnxNQ/2wL+KlqKsCGEGFIgvzAmj91WjbACiH4dzbwIQEBwDXD2SS5hcwWZVJMDfU3PerYpnWeRfhMSfwWhjQfTrhV9Q2d93p9f3mQrnXnd+MHgkJC1Rt93CQedJYFCYdjglJQUvo5oXyLdgC0ro1EoZU4ljFQIyd4J3LIpOtfJpfycugSgxTyIKUjSx5lbvbtwVPcL7Mcg9jq9f+3LfuyLvbZkFztatWzEajcyePRuz2YzZbGb27NlER0eTlpam9UtNTSUgQNVvQUFBpKWlafu227YsWrSIMWPGcPToUfLz85k2bRrvvPMOsbGxhIZWMGeBRCKpdby14aS2He1vb9UtzRf0IzeoGYmtAufWdqog+t+wlvR8d7N6j5Gtyz6wyz9CGQWOECY49YK60+i1st+zkhjaMrTqxU3KWockb0r9ZxBZB8CcCS7+Zb9ocVGYshIRPAoytqEzhwOVJ3DEpfmQ41hjSgmqPNcJxTWAElMN+nQtEjhRD6MoV7DQiKpbsYDC5zb1D0hbD8kroOFMe6NF1DT1f5eicHzreBW3MHALo7oos8B55plntO2kpCRefPFFXnjhBQ4cOMDixYvp27cvrq6ubNmyhfbt2wMQGxvLxo0badCgARkZGezfv5/p06fbXXf//v34+fkRExPDvn370OsLXyBFoaCgBmVrlEgklUpWvglPN72WYdZKXkGRb8Gg5iGa1ffJGxvzf3+cZOlVKnTbsnNGHzszt6tex6ZHepGUbSxbUjuPpoV5Psrhl5O5R9sUeedUH45ryKJ7OzN10X7NsbiyEZl71Fw2ni0gx94pHEUVJ7ZWLwFqJFVpKe6Xk7lT/Qfq0lVI+UWjMF6C8+9C6J2Q9BtYsh07RT9Z7uuXhNLoNURc4XdqzH/g7By1XdFdXQQrhS60VeiDIzL/hsSFNg2FYsqmjpZSWA9LUVwQvt3BLZKaQqVlpmrbti0XLlxgzpw5mM1mWrduTZ8+aqjc8OHD+f7775k1axYWi4URI0bY+e8UFBSwfPlyTfS0atWKP//8k9mzZ9OwYUO7vhKJpO4ghGDgR1vp3iCAt0e1sTv28ZYz2vZsmwipOzpEcUeHin8mGFz11PN3np/EEb0aHVOQoCUyE8Lk3BnWCUII+/w5+WfhGgucBoGerJrSvUquLUxpqrgBR3ETPgHF00kB0qjpUIbIGkVxQdR/HnQGOPW84xjyL4JrSPmW/86/q/5/eUFRm2dLCBwMrqFVm9m54WygcH5ukaAr5TPp1QayD6jh51VF0mKHJpH+F+SdVneKWeKU4JFVN5ZyUCGBExwczAcffKDtDxkyhCFDhjj0c3d3Z+LEiSVex9XV1c4y5Orq6mDhkUgkdYsVhxN4cdUxADbHOToRrj6q1u+Z0a+xg3XnmuMeiaL3QOiKCmtizgYXv5LPAUTqWrX6uI35HoDk38CvVxUM9Noj0jc7htIrbhAwAFJWgEczp+cp7mX/YrZaC5wu7Vx4H3y7FYWTlxKnyfbcoiDk9hIT9FUmdiI56qHSn2gVh9n7gbGVNh5hyYdLX4N/P+fFPJN/K9oOu6fS7lsV1Izc4hKJ5LpgxeEEzqbmcmeHSE3clIS1CObt7avR5B08WrW85J8D1CVzEThYLbR4Ya7qA5KyBqVYsjYozBNiTRroW2g5CR7l9FdxbUUYLzvPE+TVWg2H9r96VfRyET5BLXBZnDIUtRT58XDhvaKG0HGqv0j+BRSfDpUwyLKjKGXJ3FIk+oWwlPFc5wiLEU7PVHcufW1zHwE+3SBzu13/8ojUa4kUOBKJ5JphFTVfbHesDH0mNYf6AZ4OVa5ddNfYeuMaDAWFEaJebVWBE2hjmbbWFzJnQcJ8QE3SZvtrX2RsK3ISBcjYCYZGYJMjRST+DMGjruxAaoMw54I5U0uAV90IYyJctvHPCBqhZhlOWVk235pyoHi2QMQ8rUZmJf4MWYUFVktZcRywFzcAXi1Va0oNeX2vjs3fRf5550kHy4AwpWk+QHbU+7daMDRjpxoOb8W9vmPfGoYUOBLJdcrq46l8sP0w4b7u/HhPZ/SVKCSEEA5+C8sOXbriOWO+2qVtuxcWjAz2uvbZT7Hm99B7q6KluLOnxYnZ3pwFeg91uePc/zkpJ2AGS459REnmLrAYEaF3lvjrW1jyIO8Mimdz1WKRf0ZdnvFqA7knIOY/KLry5QwrD0JYVFGjc9McfAGIfkqNChIm1en1Giy/KYXLg8LVNiLXjLDkObwmwpwL2fvAuz2KzoCwLdjp3aFQaNayr0NbYVwJ1hs7ceNeH/ILfeCsotytWHFSn/YVv2cVU8veUYlEUhkUmC28+ZcaOn06JZc/TiQxoBzVlZ0JmRdWHGXV0cv0aBBApJ+Bp/s35fnlR/j9WKLD+f/u14i3Nzhmpc03q1ac/k2DyzymCmNKA89WKOF3Oz/u6mRM5iyECISEb0uuleTfH8U12N5/JHs/JHsijAkokQ84nlNYk8jB5yT7oPr/5Z8QoXdC0i8QOBilPOHXpUDkX1SdXxN/cppFWCkUGYriAgE3VskYSsS/H/nZl3A3Fr4mOSfAu8hhXVz4SHXqBkhaYv9a+vVBCbr5mg21ctGVsF02ROpayDtj06KDyClw6lnAplCoe30IGAypv6v71VnFvJTIauISyXXIkoP21pQPNp3iYHwGuQVmZv9+jO/3nHd6ntkieG3tcS5l5LHxZDLd3t5EYpZ9Ho5Vhc7BW0+n8vO+eDbFJTsVN5/fGcu4jvV4qHeDEsc5vU+jMs6sYghj4ThzDpfcyTUYfHvat5mz1MieQl8dAGKehXoztF3F2z5KTCNjG+SdQpizio3lyhYvQP3iztqtlkBIXnH1/uVArY/0vpqUzlmJBJfS5H6uOhRFT47nzRAxWW24/B2gjltkHykSN84IHHwNRlhF2Dq4W8qXC0fEPaP6ieUWZQun3nQURUFp9JpaA6wQRVFQAvoV9TOll+ue1xJpwZFIrkPmrDtht38+PY+JP+y1axvbIcrBOtP/wy1kG838sr+oKvKmuBRubRdBboGZ4Z/ZOyECzFhsnzBtZJtwbm0XQatwHwDu7RrDtzvPk5HvmPrdzeUa/wbL3n/VLoqiIIJugYwtRY1mx0gcxcUH8FEtBopN6HL95+DMK44XthihcNVBCHNR6LItoWPVmk5WXEOKfH2qaoklr1hVcq82RRYk/5vAp2PV3Les2NS0Emfn2OVqwTtWrXNlWxXeq02lOOZWF4prYJE1Ku0P8GhYpvOFJc+xMfpxFGcWSlsip8DFTyCgf5nuVx1IgSORXMeMiY3gp33xTo9lG814uxd9RBy4mEG20TGp2Gtrj9Oxnh97zqeRnldyfRofdxfeHtWaVuE+uOrtv1g+vqMdczed4uWhLUnPK+CDzaeZ3KNiTpPlongl8RKwJmITwqIWSLT94gQ1zNjat5gPj6L3RkQ9olpFbMnYBkFD1W1b512dASx5EH4vimdzhK3AsbWo5B5XfWAq0TAvjJch/nP7RpcgNeJIGFF8OlXavSqKonNDuNdTHW5txQ2AR1N1rH49EQWpqjWqBo29wni2LPs5+fZW2uLPaUkohgbVmom7LNRe+SqRSMqF0SZK6d6uJYuIAR9tZeWRBLq8tZHNccnc9+PeEvve/vUuXltbZBUa0doxPftPEzsTG+XnIG4AmoZ48+6tbfExuFDP34PXhrWkUVDV1ZSzRZhzEZfmqVEkZcSpBSDiAYi6cm0gxT0SvIt9waZvQpizEblxRZakBrMgYpKaHdbQoPD6k8C3l2pJscWcpZaCcBa2XQ5E9mE4/3ZRgzV6zKcjinfbGiVuNCIfdN7uUVQIWnENUJdfnCUfrK2UIWGiECZE4i8Q/4XaUO8x1apYB5ECRyK5zth1Lg2Aad0iCPNxdzh+Z2HeGbNF8N+Valj3vxc71uW5Eo/2bcQfD9n7qQR6Vm1ElLDkaTVyROYexOWfnPcTxcospP0BOUfso0g8S6hSeTVCbkfxaFiqiBwldIxac8iWMy9D/Gfqdvi9KDo3FPcolHqPaEUOFY/GKMHD7Je9bLFdOisnIv+i6jBdNFqIuA9Cx9WYMHVnKIpOFYVebVUhaBUx1zDSrFq4QmVvu25CwOmX7SPgXENQbNIX1CXkEpVEcp3x3W7VNN2voeqkuGpKd86k5jBloWo1aB3hA3udnzupewwj24Yz/LMddIjyI8zHXXMqBnh3dBsE4GtQv3wHtwjh96OODsaVhRBCXVZKW1/Yokc0+K9WNkBk7bYzvVuz7orC5R4A0jc5XrgskTVRD8OFueq2d9kSxCkhoyFkdFE9Ittj1vGVhDVXjxP0pguUt/ikyDlqn0TPtxsEDFZDr8tRQf1ao+jcIGwcAMI9GkwpaltdxlnqAmecfdW+OKdP51rth3Q1pMCRSGoJqTlGPth8msdvbIyHa1EODCEE/7f+JMNah2mOu84QQvD1znPsOJsGgJ9B/fMP8nIjyMuNVVO68+uBeAa3COW9jadIynb80BzZNpxwHwPLJnUlyMsNV73OTuD0bGj/pTpzSAs61fNnZNvKL/Co+b/YYYZzb9j3i3sG/Prgk3UczIX+RgnztRpATilDuLXiHoWo/xwo7uWvWdTwVS0st9RcYUnNO3sZcHUxIkxpqnOyzgNF0as+PLbiJmgEil+Pso2rBqHo3MCtaoqL1gh8u0HGdkhZgfDrfcXnT6SuU5cxbQkeXcUDrF6kwJFIajAnkrJZ/08ik3vUZ9DH2wDoEuPP4BbqMkFytpEhn6jtyw8n8OcjzhOsHbqUyaQf92KyOK3iA6hCZ1J3NTvp5/+KZdQXOx36BHqov4TDfYtM/j7uLmTmm9jo5N4uOoXR7aoonXtxJ10rTiKaSN9o/2EnTIiCJOchzgGDypz0raImfrUExFC1dlPQCPBqXYqzbN5Ln85q4sBCdMLJa1D8bCHsluVEw1fh9EvqjnsU+PVx9POR1CiU4FGIjMLIRUselFA7S2TusXeg92yl5k2qw9YbkAJHIqnRPLhoP2m5BfyrY1FUjsHGemMVNwA5BY4RTgBd3tro0LbxkV7kZpacxyLcp0jA3BYbwc+FkVbOwrbXF/O1qUpE4s/qF3nwbWDNE+PXFwouQU6x2lYugWByLOKpcfHTol/3ni0g7xy4BqlFBquBstdusnkvfLraCRwo9KNxC1dFjG9X8O2mCTEhzI4VuW0tSBEP1P1lnbrGmZfsoptE5m4wNFStkdZK76D6KCmuVVshvYYgBY5EUoPJzFOz4j61tCjx3BNLDvHRmHa8teGkQ//vdp9nfKd6Du3F8XDVk3uF43qdwo5/34CiKGQbTfy8Lx5P19LVTKpshDCp0UG2JP2s/u8WjhKk1omy82Pxagceja5c2NKcCbmFlo7AoSjFU9HXdIJHqEttoWPVHDBBI1ShZoxXHYQvvA/+N4I5Q/31nroW0fBlQAfn37nipaW4qZ0IYUJRXNS/mURHJ/vShoLXFaTAkUhqMObCVYjd5+2tLQ/+5Dwh3Tt/xjG2YxT/XXGUIwlZzLixsd3xRfd2JsS7dF9e1l94Xm4u/HhPJ6fh3ZWByD6sRnI4ERgi+yAkfFfyyZE24dgNZsHpF9Xt0H+pyz7FBY5PN/DpABc/tmuudeIGULxa2+cjsfrKuAbYJ4CzJfuQfaJAzxYQdk+R9ca74zWpIyWpRKKmFxUOzTunJvzLv+jYL3zitR1XDUAKHImkFnFzy1BWHrls1zauUxQJGfmsO65G1XR7uygq6LFfD9r1bRDoWa77Ng6unJw0wpgIlmzIj4fkpfbHGs62830ROSfsxU3EJDUb7en/qvueLbXQaShM9FbvMdB5FpnfY55Ra0NlbCfb6I53iJp9VYTeCZcXqH18u1fK3GoSWV634p39i+MBW3EDKOETABB+vSD9Lwi6BUVfvmdEUj0o7hFF71/8p4iIyUWpBmypYLXx2ogUOBJJDeV4on3Ewz1donnkhobsPpfG5ayiCKc+jYLoFO3PllMpPFpM0FhZP60nPobq+3MXpjS4+NmVfWJOvVBkeQgbby9u6j+PoldFloj5D2TshIABDpdQ3OwTDCouvupG0FCMKUX3VrzbI/R+YE5H8W5f9gnVcApcG6vWKnMWBA4A1zDHKC2bOlkE3gIBA+0Eo6T2oAQNQ6T/pe44EzcAyvW37CgFjkRSQxn37R4A2obq+O/QjtT3d0Wkb2XppK6cTskj22jmy+1n6VBPzWdTPES7Q5Qvf1/IYFqvBtdU3Ii8M+oSUOidUJCmFuizTaJni/+NjssoYCduHEoduPhD4MAKj1MpY+2e2oYSMspu3y5+ruHLKEqRT5WiKKBIcVOncIsEY9FSVV2PmHJGuT71tm3bxpo1awBwc3PjzjvvpEGDBqxatYotW7ZgsVjo3LkzI0aMQKfTYTQamT9/PmfOnMFisTBq1Cg6dVLTfG/cuJH169djMBiYNGkSwcFqoa/333+fMWPGEBFRRSGmEkk1sPTgJVqF+dAk5MpLPrk2EVHDI/dR37+rWvU3/U90em8aB6s5Tt4ZbR/G+8vELtz61U6GtQ7jxcFXSRRXDoQ5FxJ/huCRkLIcsvZBzDMoLr4IixFS10D6ZrVz4RKQSP3d/iI+nUEUoIT+Sz3u3xdOz3R+wyvlqpGUjegnIelXCBpuJ24kdZSoByFljRpBp7s+lx3LLHDi4+P5+eefef755/Hz8+PAgQN89NFH3HXXXezYsYNnn30WFxcX5s6dy/bt2+nRowfLli3DxcWFWbNmkZqaypw5c6hfvz7BwcGsWrWKWbNmsXfvXjZs2MCYMWPYvXs3ERERUtxI6hyzV/8DwM4ZfUrsM/yz7VzKLMo2OqrBebDkQvqfaoOT8E5hygS9J9EBHle8ti1+6R8i0rLVHd+e4NkUPJpB/jnQ+6C42luERNJSyNiq7py1Kd1w9jWEb4+iYyUROUUt1FcMReeOiHlaLTbp3QFc/NQsva4hZc5HIykZxTUQIu6v7mFIqorQcWo4uCiAsHvUv52yZOSug5T508PV1ZV77rkHPz/VLF6/fn0yMjLYu3cvXbp0wWBQ82f06tWLv/76ix49erB3717uvfdeAAICAmjbti07duxg6NCh6PV6TCYT+fn56PV6jEYja9as4bHHHqu0SUokNYECc1ENpHOpuUQHFCXlOpOaQ4y/B2aLsBM3k5ofVzeshfHAYS1dZO5RP9h8u0HwqFKNRZx5DZ3ILmrI2OJQw0g0nK1aa7L2QkD/KwuY4scavKTmqUleDvln1GE7ETdWFBc/CBxc1OAeVWJfiUTiiOLdtlaU0riWlFngBAcHa8tIQggWLVpEu3btSElJoWnTooqtAQEBpBQ69aWkpBAYWPRr0N/fXzs2evRo3nzzTXx9fbn33ntZsWIF/fr104SSRFJXuJRRJFxu/WonX41tT5sIX979M475hfWhivNAy8IK3QU29Zxs0q2LjF1FOWEytpdK4Ahzrpob5WrY5p5JXVe0HfM0nP2fmuZdZ7CPzGn4alEEkyEaEfmAKpy8Yq9+P4lEIqlEym3/zc/P5+uvvyY1NZXp06fz6aefOvSxftBZK/w6O9axY0c6duwIQGJiInFxcYwYMYIFCxaQnJxM06ZNGTiw9A6F2dnZ5OfnX71jOcnNzdXEWV3neporVP181xxOtttfeeA8LqZAp+LGz6DnvVsag3ml4zgzL5FnTAJFR0Daz3bHUpLjr+gsqjMn45f5JQBpLv0Q3l0ISPs/uz45hj545jlmPwZI9XsMMszg/yQUFjB2L+yf5vswIjXVyVmtIKMAqN5n6Xp6nq+nuYKcb12mNHO1NaDYUi6Bk5yczIcffkh4eDgzZszAzc2NoKAg0tLStD6pqakEBKh1XqzHrPu227YsWrSIMWPGcPToUfLz85k2bRrvvPMOsbGxhIaGlmpsXl5eeHlVTs4OZxS3RtVlauJchRDkmSx2xSYri6qe74YzpwEY0iKEVUcTWXgwiYUHnVeEXvNgYfmDU47HPPI24ZHnpAI2EJD5GUqD/9q1CWFSrTvJv9m3e3chMDAQEfCKum5vMUL2fjx9e4K5p2qlAYh6RM2Kq/clMMg+DFvlZuBmnFR1qlHUxOe5qrie5gpyvnWZisy1zHFjWVlZvPHGG7Rv357Jkyfj5qb6A7Rv356dO3eSm5uLyWRiy5YttG/fHoDY2Fg2btyIEIL09HT2799PbKy9yXr//v34+fkRExNDQUEBer36BaYoCgUFBeWanKTu8dWOc/R5/y+SnVS6rukcSVCXll7quNvhWMfCUG+APx7qqVo4CxLKfhNLLkKYETnH1X/CrC41FRM3xDytbSqKDkXnjuLig+LXC0VRVJ+YmGegwYso7pFQ/zmoN73s45FIJJJqoswWnD/++IPU1FT27t3L3r17tfZHH32ULl26MGfOHMxmM61bt6ZPHzWaY/jw4Xz//ffMmjULi8XCiBEjiIoqciIsKChg+fLlTJ+ufoC2atWKP//8k9mzZ9OwYUO7vpLri9MpOUz47m/+N7wlXaL9+eiv0wBcTM8jyKvmJa4qMFvYeDKZ2Cg/ggvHl5Vvsi+1kHOITY+M5Yb3/9KaPr69HfkmC2Yh8HIr/LM8/679xd0i1OR2Cd/at4fdrdZVspYlKF5E0ZaI+8E1WBUwV1ky0pLkUfFq2RKJRHKtUYQzBxlJiUjT4LXDbBF0f8f5UswtrcKYOaRy87xUxnwHf7yVlBzV4rhzRh8Ss/IZ+ul27bifm5E1Q9dpyevyCsyYLAJvd/vfGkJY4NRz6o5na8g5BOETUTybIRK+h+wDRZ1jnkVx8VGrR1943/nAXEPBsylK0LBKnW9t4nqa7/U0V5DzrctUZK4yyYSkxrLtjDOHVZUD8RkIIYoidmoIVnEDqvXp9q932R3/uq8aii0uzYewsRic+BIJ42X7yKSw8UCRY74SNg4hLA6ZSRX3SPtstf79IPsgBN9a57P2SiQSSXGuv9zNklrDF9vOlHjsbGouN9tYRirKsctZHE/KLfG4EAKzRZCYlc+FdOf9LmXk2e0XFzc/DrtElFfhuTmHIOeIem1zNiLuGUTCj2rE4fm31RwyAMEjVZ+YYkKupLTrSqPX1OrQUdNRAgejRD8uxY1EIrkukRYcSbWz5VQKzUK9NZ8VgByjmQPxmUBR1t99F9MJ9nJj1Bc7AUjONvLFtjPc371+qe7z1Y6z7L+QwVujWtsJhjOpOdw1X637tObBULLyTYz+cifueh2bH+3Npcw8pi7cz4X0IgHjLFvw8M93OL3vvV2jeah3Q0RcsWKHCd8h/HoXlTbI3gen9tl1UcpR6VrxalnmcyQSiaSuIQWO5JojhODGD7aQbTTzxb/aaxWw/3iop+aL0nfuXw7nxUb6Icw5bJ/sT7fP0gD4eMsZWof70L2B4xptem4Br649jruLjod6N+TDzacB2H0unaYhXvh5uPLXqRQes6nAPfCjooy8+WYLXd5yng9m74V02kf5kZxt5PX1JxjbscgR/rMbttI2MI2xm26lXaQf01oeQsTZ5Ilq8BKcLgzltoobZ4TdVfIxiUQikVwRKXAk15wZiw+RbVSLSd7/416t/asd59h5NlWrjg2wYEIn+5PPzEa1vRTVWHnkl4MOFpVdZ9N48Kf92v7KI5e1bWv7Az3q8+nWkpfBrsTkBfuY0CWab3aeA2D98aJ8NrFBaerYRxdA+hJIt4lW8umConNFBAyA1LVF7X59IL1QTLlHo0RNK9e4JBKJRKIiBY7kmnLblzs5m+bch2VeoViw5ot5bVhLGuZ+joi75ND3g17bWZsxkl8PqMd2n0sjxNud277aWeqx2Iqbr8e25+PNJ9l2LtNp3y2P9ubVtce5p3M0d3yj+tZYxY0tT8XaFKFMXmZ/0NBILW8AKAH9ET5dQRhBWFDcQhA6V3ANRfFuV+o5SCQSicQ5UuBIrinFxY1egel9GvH2n3EOfW8MPwtJjuIGoEtICl1C5jGo6YM8+MtJpi7a77RftL+BTtH+LD5wicf7NebNDScd+vw2uRthPu7M6l+fywWuLNhzmmea/oDi0RiXyPsAC+TF8d8e6ZD0NVNbt+TjQw2087uHJjIwKp6/EkK4rcFZiH4czr1ZdAP3aIic6hj15OJjvx8wwOkcJBKJRFJ2pMCRVBnHLmfx6prjvDC4GU2Cvfhky2nt2NbHbsBFp2j9AAY3D6FXo0A+3XKGj0YEo0v6TO3s0RRyC6tqu8dA/tnCq5jpZJmL7XKVLT/c3YkmIWrZjucGNgOgfZQv++MzaR3uw73f/82NTYIJ9dYjEr4nIPsAAaHj+G+nw5AlIP8EnHrW4bp3NDiuCZzVN6/F310NDR9e/wJ4t0dxDUY0fEUtdeAaBBEP1LhwdolEIqnrSIEjqRKy8k1aZNLYebv5d79GfL5NFSYP926oiRuAZiEebH6kF24uOsDMkBbBdtl4lYj77K4thLATHosnNGPUN/8A8OkdsXY+PHbnXZhLc2GhebspoLiyc0YfRMZ2+6rZl7+/6ty8XEx4upi4u2mcKm48moDeF7L2QMgYdcyKDhHzjBQ2EolEUk1IgSOpVO74ZhdBnm7sOpdm1/72BnUJ6pkBTRjdNgKRGwemFNUic/5tnBZdcK+HEvWQQ7OiKHYJ7SLT32Xtgy+x72KGnbixy+zrHg35F9Tt0zPV46HjisobXI2IyZB7Eny7omTuZMOwNWp76DgU77aF27c7jFMikUgk1YMUOJJKIykrn1PJOZxKztHa7upUj/m7z2v7t7aLRKRvheSlV79gxAMlH3MNsytG6efhSp/GQQhzLljy1EzA+TZOwPmODsGatcY1FOo9QublA/hkLyw67tkS9N5gaIDi0Qg8GgEg/PtB6jq1j1frq89DIpFIJNccKXAklcYra4/b7b8wqBkj2oRzOjWHzXEpjG4bjjj/blGWXmfoPMCSC1EPoehcS+ymRD8GgDj1IggjIu8sZO2DjC1XHqTiAsJk3xYxCUVxweRaHxq+DKZ0FNeSa58oigui3mPg4l9iRmGJRCKRVC9S4EgqhX0X0tkcp+Z78XLTM613Q0a0CQfgjRGtOZWcQ2O3vZBcKG5cw1QHXBc/8GoD8Z+BV1uUsHFlu3HYeLj0FVz8yPnxBi8COhBGFL03wlKgWnjMmerylW83u2gmRdHDFcSN1s8trGzjlEgkEsk1RQocSZk4cDGDF1Ye5aamwQxtFUaTYC8y8gqYtKCoxMCGh3sBIDL/hsSF6AIG0tgjCC7/pnbwvxElcJDddUVhReyyong2sy8wCeDdAQwNwaejKlgACr18FJ0r6FzBxQcKK3pLJBKJpO4h7euSK7Ls0CUGf7yV1BwjWfkm7vtxLxfS8/h213nGztvNxfQ8+n9YVN7g3dGtEJZ8RML3kFjoz5K6Bi7/qG6H3AEBAx3uUx5xo9FwdtF2/edRQu9A8e1iI24kEolEcr0hLTgSB/IKzMzbeY7eUQZe+l0Nvx708TanfUd+oRaY1Cmw5aGW6M6/CadLvrbi06Gyh4uiuEhrjEQikUjskAJH4sCAj7aSb7LwWQnHv7urAzOWHCYhM19re7HzCXTnV9p3jJiM4tEIkbEDkn6FSFlfSSKRSCTXBilwagF7zqcxZeF+bmoazJzhrarkHtlGE3svZNhV1rayccRmMMRwPr8eTVx3QtZKPu1hYOTqG3mszRFa+KfTIShV7Rw4BDwag1u4alkBFN+u4Nu1SsYtkUgkEokzrqnAOXDgAL/++ismk4mIiAgmTJiAxWLho48+Iicnh86dO3PLLbcAcOLECTZu3Mh99913lavWHfJNFr7YdoZd59I4EO9Y9HH98SS6vLWRube1pVv9AAAsQqCrhIRy/ebah1dPbpOMXhiJ9T+LQZcJxkM0UQ5BYYR1hGceO0bZWGwCh4Jfb5ncTiKRSCQ1gmsmcDIzM/n666958sknCQ8PZ+nSpSxatIjo6Gjatm3L4MGDmTVrFjfddBPu7u78+uuvPPDAFRK91SKy8k3kmyy88ccJ1v6TBIC7XscHt7dl0o9q9FGTYC9OJGWX6noP/3wAgJahnhy5rCbVWzChE42CvMo0rq2nU5j+i6PF5oUO+9W6Sra4hoKLL7hFQMAAKLgMFz4A3+7g212GTUskEomkRnHNBM7hw4eJiYkhPFzNjdK3b1+ee+45GjZsSFZWFhaLBYvFgk6n488//6Rdu3b4+TmvKVSTEZYCBHqEMKHXu3HsUiJ3fX/EoV++2aKJG8BB3Dza5ghns7xoH5TKTZGXcNdbsAjovqSosKRV3ADc+c1uGvoa+WBMW4J9/UBxKzEJndFkYsbPO9h+wT7h3R+3rMbL1azuBAwiPzse98DOKJ7NHC/iXk869kokEomkxnLNBE5qaioBAQHavp+fH2azmbZt27JgwQJee+01BgwYQEFBATt27OCJJ564VkMrFbkF+fR5f7tdW+uANA6l+gNwc/QFVp6LsjuuIBA4Ltn0i7jEyQwfzmXbW1xub57L4z090WECQ2EotUsAuPigKC7oLPm81ncjz/zpjr+bkTSjG6Eeudze8CwfHG7OqQw3hn55jEH1LjIoKp4bwi+jNHoZRdGrBSpzj5GQeJzhPxcJx5siL3FHsyxa1YvGEPwCCDOK3hOAHJGCwfPqSe8kEolEIqlxiGvE8uXLxTfffGPXNnXqVJGenm7XNm/ePHHo0CERFxcn3n//ffHJJ5+IxMTEUt/n5ptvFoD274EHHhAPPPCAXVvfvn3FzJkzhbe3t9YWEREhZs6cKTp27GjXd8aMGWLs2LF2bfXHPC46v/mnXZtfqx6i85t/Cr9WPezaO7/5p+h25yS7trFjx4oZM2bYtXXs2FHMnDlTREREaG3e3t5i5syZom/fvledU6+bBojOb/4pXH2DtDbPes2E8fgz4r7bY+36tvvvz6LJfa/atQ0bNkzMnDnTrq1Zs2Zi5syZolmzZnbtM2fOFMOGDavyOVX0fZJzknOSc5JzknOq+3MqCUUIIbgGbN++ne3btzN9+nQAMjIyePbZZ3n33XfR69WEbKdPn+b3339nypQpzJkzh8mTJ5OSklKjnI2Tk5Nx8/Lj1wMXeH/TGXo18CfY28CSg5eo52fgf8NbcTY1l0uZeWTkmZjWq8E1c7zNMZoZ/PFWXPQKWfnmEvv9p38TxsRGXvV6KSkpBAZePxYcOd+6zfU03+tpriDnW5epyFyv2RJVq1atWLhwIfHx8URERGh+NlZxI4Tg559/ZsKECQCYTCb0ej2KomA0Gq/VMK+Koij4GFy4p0t97ulSX2t/flCRn0rzUO/qGBqebno2Te8NqK/n078dYf3xJLs+m6f3xt1FJrCWSCQSSd3mmgkcHx8f7rvvPj7//HNMJhOBgYF2Vpm//vqLZs2aERwcDMDQoUN5++23cXFx4a677rpWw6wzKIrCnOGtyMgr4OXVx3nqpsYEe7tX97AkEolEIrkmXLMlqrqCNA3WXeR86zbX03yvp7mCnG9dpiJzlWsVEolEIpFI6hxS4EgkEolEIqlzSIEjkUgkEomkziEFjkQikUgkkjqHFDgSiUQikUjqHFLgSCQSiUQiqXPIMHGJRCKRSCR1DmnBkUgkEolEUueQAkcikUgkEkmdQwociUQikUgkdQ4pcCQSiUQikdQ5pMCRSCQSiURS55ACRyKRSCQSSZ1DChyJRCKRSCR1DilwJBKJRCKR1DmkwJFIJBKJRFLnkAJHcl0iE3jXbeT7K6kryGe5/LhU9wBqGklJSfj6+uLm5oYQAkVRqntIVYbtXC0WCzpd3dW7O3bswGg0EhUVRcOGDev0+wpw/Phx9uzZw6hRo3B3d6/u4VQ527ZtIykpicjISDp27Fjdw6lStm3bxvHjx4mKiqJTp074+flV95CqlC1btnDs2DFCQkLo1asXAQEB1T2kKuV6+qyq6s+puvuNVkZOnz7Ne++9x7fffstbb73FxYsX6+yDdf78ed555x2+/PJLZs6cSUpKSp0VNzk5OXz44Yds2rSJrKwsPvzwQ3bs2EFBQUF1D61KOXPmDBs2bCAuLq66h1KlZGdn8+GHH7Jt2zb8/f359NNPOXToEIqi1Llfvrm5uXz66ads376dtm3bsm3bNtauXUt2dnZ1D63SEUJgNpv59ddf2bFjB7GxsZw7d47MzEzteF3jevysqurPKWnBAVJSUvjxxx/p27cvPXr04JtvvmHRokU8+uijdc6KY7FYWLJkCbGxsdx4440cOHAANze36h5WlZGeno67uzvTpk0DwN/fn02bNuHt7U2rVq2qeXRVR1paGsHBwfzxxx9ERkbW2V/5qampeHh4MHXqVHQ6HXFxceTk5ADUqb9bUOeq0+mYNm0arq6uACxdupTRo0dX88gqH0VRMJvNXLhwgbFjxxIWFkaTJk0wm83a8brG9fhZVdWfU3XzZ3sZOXDgAF5eXvTo0QOA3r17k5KSQm5ubp37Qzp9+jQ5OTnceOONgPpHdfLkSRISEqp5ZJVHYmIi+fn5gPoL4fz584Aq7rp3705oaCgHDx7Ufg3WdhITEzEajYA6x4KCAvLz85kyZQqJiYkcO3YMgLy8vOocZqVh+/7Gx8dz6tQp9uzZw7Jly9iyZQt79+5lxYoVZGRkVPNIK056erq2fe7cOfR6PS4u6u/SwMBAPDw8MJlM1TW8Ssd2vhcvXiQzMxNfX1/WrVvH22+/zTfffMP333/PqVOngNpvyTly5AipqamA+iyfO3cOqJufVda5WiwWAIxGY5V/Tl2XFpw9e/Zw9uxZwsPD6dq1K61btyYvLw+j0YibmxtHjx4lMjISDw+P6h5qhbGda7du3QgODiYhIYFjx46xdetWcnNz8fT0JC4ujrvuuoumTZtW95DLzaFDh1iwYAEhISHk5uYyfvx4YmNjWbp0Kfv376ddu3YA9O3bl3nz5tG3b198fHxqrZXOdr55eXnceeedREVF4erqSmpqKvXq1WPo0KH8+uuvbNq0ieHDh9OsWbPqHna5cfb+dunShdzcXP766y/y8/OZPXs2CQkJrFu3Dj8/P3r16lXdwy43a9asYdeuXTzzzDMAdOvWjYiICCwWC3q9ns2bNxMcHKxZc2o7xefboEED0tLSWL58OR4eHjz55JOkpqayYcMGdu3aRXR0tCb2ahsHDx5kyZIleHt7U1BQQMeOHenRowc//fQTBw4coG3btkDd+KyynavJZKJdu3bcdNNNuLm5kZaWVqWfU9eVBaegoIB58+axdu1aGjZsyM6dO/n111/JyMhg8ODB2lLNqVOntC/D2oqzuf78889cunSJ3r17s3jxYpo2bcqDDz7IhAkTiIqKYv/+/UDt/FWUnZ3N6tWrueOOO3jkkUdo0KABq1ev5vDhwwwaNIhVq1ZpfWNiYnBzc+Pw4cNA7TR3F59v/fr1WbduHQcPHiQ7OxtXV1dSUlLYt28feXl5+Pr61mpx4+z9XbVqFXv37qVPnz4YDAbuvvtuQkJCaNOmDQEBAVy4cKG6h11ujEYjhw8f5syZM2zbtk1rj4mJQa/Xk5GRwdGjRxkwYACKopCUlMTFixerccQVo6T5Dhs2jLVr1+Lm5oanpydRUVEEBQWRk5ODi4tLrfysysjI4Pfff2fUqFE8+uijdOrUibi4OIxGI717965Tn1XF59qxY0fOnDlDbm4uiYmJuLm5Venn1HUlcLKzs0lPT+f+++8nNjaW2267jZMnT7Jnzx7NbHb48GESEhLo2rUrubm5LFu2rFZ+UBaf66233sqpU6fYu3cvkZGRxMfHa+vZAE2bNtWc2WrLH5H1PQPVP8HV1ZXIyEgAhg4dSmBgIIcOHaJBgwYoisKvv/4KqOKvNn7hl2a+e/fu5fLly1y4cIH33nuPVq1a8fDDD3Pw4EFOnz5dTSMvH1ebb3BwMPv27SM/P5+srCz27dtnd25tskbazhXgwoULhISEcNddd7FgwQJtCdLKmTNniImJITo6moULF/LJJ59ovke1gdLOt3fv3tSvX59z587ZLeWEhIQAtfOzKi4uDh8fHxo2bAhAkyZNOHr0KC4uLvTo0QOj0cjixYuB2vlZVZq5Auj1ek6ePMn7779fZZ9TtdO+VwYOHDhAUFAQISEhpKWlcf78eQwGAwCRkZEEBASQk5PD/v37ad++PRcuXKBly5bs3r2bdevWERMTQ2hoaDXPonRcaa5RUVH4+flRUFCA2WxmwIAB/Pbbb4SHh3PhwgXWr1/PnXfeWc0zKD2rV6/m3LlzNGrUiNjYWLy8vLh8+bIm0ry9vWnWrBk7duwgIyODf/3rX3zxxRekpKRw8eJFGjduTHh4eDXPovSUdr579uzh2LFjDB48mC5dumhWSevyVW2htPPdvn07Bw8eZMCAAXz++eckJydz8uRJmjRpopn5azrWuTZu3JgWLVoQHh6Oi4sLkZGR9O7dm7Vr17J06VLGjBmjpXM4cuQI+/fv55VXXqFp06Y8/vjj2t96Tac0812yZAm33347iqIwceJEFixYwA8//EBKSgoxMTEMGDCguqdRamyf5Y4dO9KoUSNyc3O1sOhTp05Rv359PDw88PLyYty4ccybN4/k5ORa91lV2rl6e3tz+fJlhg4dSvfu3avsc0oRtdHGVwpOnz7Nd999R0BAAH5+fmRnZ3P//ffzzjvvYDAYaNy4Mf/88w/R0dGYzWaioqLo0aMHc+bM4dSpU3Tr1o1BgwbVii+FsszVYrEQGRlJjx49WLx4Mbm5uWRkZHDLLbdQr1696p7KFRFCYDKZWLJkCRcvXuSmm25i27Zt5OXlcc8997B48WKys7N58MEHAfXXz+eff06bNm244YYbyMjI4NKlS/j6+taKD4zyzrd9+/aaw7zJZKo1fgrlnW/btm3p3bs3Fy5cIDExkdDQUM3SU1Mpaa75+fmMGDGC6Ohore+pU6d4/fXXeemllzTLxVdffUVCQgITJ04kLCysuqZRaio634KCApKTk3FxcSE4OLi6plFqrvQs33rrrXbP5xdffEGzZs244YYbtLa8vDzOnDmDn59fjf+squhcQX1/q8KXrE4uUQkh2LBhA71792batGncdtttmEwmFi5cyPTp0+ncuTPp6en06tWL0aNHU1BQoJnF2rdvz9SpU5k4cWKtEDdlnavRaNQiEEaNGsXYsWOZMmVKjRc3WVlZWm6TM2fOcMcdd9CmTRvGjBlDaGgoCxYs4M477+Tw4cMcPnwYi8WCq6urZrUCNFNvTf/AgIrNNzc3F1CfjdoibioyX2tEVVRUFO3bt6/x4uZKcw0PD9eWUkEVqA0bNqR9+/bMnz9fax87dixPP/10rRA35Z3vd999B6jPsaurK+Hh4bVC3FxpvhERESxatEjre+7cOc6cOUPXrl1JTEzk22+/ZevWrRgMBpo3b17jP6sqMtf58+ezdetWgCpzlK8dn36l5O+//6Zx48Z4eXmRnJxMixYtADAYDISFhbFmzRq6dOlCt27daNSoEUFBQYDq4NapUycABg8eXG3jLwuVMdfagMViYdmyZezfv5+IiAj8/f1p0KAB58+fJzw8HH9/f/r06cNnn33GxYsXGTt2LCtWrOCff/5BURSOHDni8GuhJlOZ860N/gnX0/tbmrn26tWLL7/8kt27d9OpUyftPbzrrrv4z3/+Q1JSEsHBwbViOaoy51sbKMt8d+7cSZcuXTh37hze3t5s2LBBa7NaX2sytWWudcaCExcXx7JlyzRv87CwMA4dOsTZs2fZtWsXBoOBwYMHax7qy5cv58MPP2T27Nm1ziGxonOtLQ5rJpOJb7/9luzsbKZNm0aPHj1Yu3Yt8fHxpKamarkhAgMD6dSpEzt37qRnz56MGDECnU6HyWTiqaeesjN/12TkfOvufMsy144dO/LPP/8AqiOm2WzGy8uLt956q9Z82cv5Xnm+J0+eBNTUB3FxcWRkZPDYY4/Vih/YtWmudcaCs3Xr1v9v735aUoniOIw/NhQ0YYQg4SIIirGG3EtIi6BNENE/d22Dlr6DXkjvolW7bGOhuChyEdEqaqEJUhhW6l2IEhe61O1e9Jz5fl7BPCD4Y86Zc6jX61xdXeF5HisrK5yennJ0dESj0WBzc5P393fK5TKtVot0Os3j4yOhUGjgl2d+F5TWWq3Gzc0NBwcHOI5DOBzG930ikQilUolYLMbCwgIjIyM0m00cxwHA8zxjhriP1Gtv73da397eepsyu2feAEadOK7eP/d2l46TySTLy8vMzMz0ueDrTGq14g3Oy8sLw8PDbGxs4LouuVyOyclJdnZ22N3dJZPJMD09TblcJhwOMzQ0hOu6TE1NGfWHD8FqHR8fJ5lM9j4PrVQqVKtV0uk0sViMQqFAPp8HOuu7pl/Cp157e7/bOjExAWDsHXHq/dpvOZFIGDXcgFmtVnxF1Ww2KZVKJBIJstks19fXpFIp5ufnKRQKnJycMDs7Sz6fZ2try+jbhoPUCp2Brnui9PHxMbe3t+zv7/P6+sr5+TnFYpGnpyfm5ubY3t7u89P+nHrt7Q1SK6jX5l5TWq1YonIcp3fmhe/73N/fc3l5ied5+L5PvV6nVquRyWSMWdP9TJBaAUZHR2m32zQaDc7OzlhfXwc6m6wjkQh7e3u0Wi3Gxsb6/KT/hnrt7Q1SK6jX5l5TWs18H/iJdrtNNBolHo9TqVTI5XK4rsvS0hJra2tW/OF3Bak1FApRrVaJRqO4rsvh4SHZbBbXdXuHY9lEvfb2BqkV1GtzrwmtVrzB6ep+YhiPx3l4eDDijIi/FaRW6Hw5dnFxwfPzM4uLi6RSqX4/0n+lXnt7g9QK6rW5d9BbrdiD81H3tlUTb139riC1FotF7u7uWF1dNebwup9Qr72C1Arqtdmgt1o34IidgjDEfaReewWpFdRrs0Fv1YAjIiIi1rFqk7GIiIgIaMARERERC2nAEREREetowBERERHraMARERER62jAEREREetowBERERHr/AJeIBgIobcY+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 573.12x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x201.6 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAADBCAYAAADCd8oOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAABwyklEQVR4nO2dZ5gUVdaA3+ruyTnPAAMDDDBkECQbUEARRUUFc9qVMuzqmvdTd5teXV1dV8y7ZQ6IWVEREQUBAUFyZmAYwuTUk2OH+n5UTTPD9AyT432fp5/uqrp1656q6rqnzj33HElVVQQCgUAgEAi6E4aOboBAIBAIBAJBayMUHIFAIBAIBN0OoeAIBAKBQCDodggFRyAQCAQCQbdDKDgCgUAgEAi6HULBEQgEAoFA0O0QCo5AUANJktTTPnZJknIkSfpWkqQBTajnVn3//+nLi/Tlv+rL7+nL17ahLO+dJotTkqRiSZI2SJI0ool1jZIk6ZIWtMVfkqQ/tWD/ODfXxiZJUqokSU82t95mtqXNr10j21HrHhMIBLUxdXQDBIJOiBP4Tv9tAM4CLgP6AmNa6Rg7gGAgtZXqa4htQBqaLP2AqcD3kiQNVlW18kw7S5J0HfAB8DdgRVMPLklSKLALKANeber+p1ECrNZ/ewHTgCckSUpXVfW/LaxbIBB0I4SCIxDUxaaq6hXVC5IkRQMngdGSJCWoqnqopQdQVfVl4OWW1tNI/qOq6icAkiRJwF5gODAa+L0R+w+hZc+KQCAWSGxBHdWknXZtrgE+Q1NAhYIjEAhciCEqgeAMqKqaiWY5APADkCTJKEnSE5IkHZMkqVKSpD2SJF3d2DpPH+aQJGmtvnyhJEm/S5JUIUnSekmS+tfYZ7AkSev0bb9LknSlvs97TRDHgKasOKhhPZIk6Y+SJCXrdW+VJOlcff2tgFkv9owkSWv19cMkSVotSVKRJEmlkiT9JknS+HqOeUz/HqK3N06vY7okSRslSSqTJClTkqQXJUnyaYIsoFlxAI7XkKWXJEnL9HblSJL0siRJXvq26qGu5ZIk3SdJUoYkSYWSJL2gK3/VdVwqSdJu/XyckCTpcTfH7iVJ0o96me2SJI087RjLJEn6uyRJebp8N0iSNFuSpCS9be9JkuSp72PS5c/Q76fjkiQ9XKM9xyVJKpEkySxJUr4kSR+d3hhdBlW/RzybeB4Fgu6HqqriIz7io38AFaiosewF3KyvLwYC9PX/1dflAGuACn15gb79Vn35f/ryIn35r/rye/rytfryWn05H1gPWPXlj/TtRmC/vi4RbdipSF9+rx5Zqo+xFViGNuyWiDYE91iNcnP0cnnAKjRlrhwYBFwAHNK37weeAqQa6zYBO/Xfe+ppx6oa528ZEAlMAexoitY6IEUvs6KeOuJOq2MZ8LPeziSgt15OArboZbcAe/Tfb59WT6Eu76/6+VCBmXqZUXrbbGjDYVn69j+fdl4rdPlT9eU1px2jHMio0Z4KoBT4Rf9WgTv0fR7Tl0/q56v6fjpL335cb2cx2v32F2rcY8AN+u8jQFhH/4/ER3w6w6fDGyA+4tOZPnon4e5jB/6gl4nVOxsrEKWvm6WXO6ovuzoffXkRjVNw/q0vz9CXD+nLF+vLOwAPfd37NE7BcSeLApj0cuv19YNPk+WFetruAywEZH3ZpJ+L8nraUd3hH6qx7qfTOng/4LC+7pwG6nD3OVq9D5pCpgJLa+y7EU1ZCa1RjwMYqW9fcpp81cvVbRuin6MHTzuvH+jLffTl0tPaagfi0ZSuJH3dIr3ME/ryS/ryhWjKY5C+/DK1Febj+vLtNeS6VV+3Ec2/qQAY0tH/IfERn87yEUNUAkFdqp2MT+jLacAoVVXf1pcnoHVaq1RVzQJQVXUV2pv+AEmSIlpw7JX6d7WfT/UQzGD9+wdVVW36768aWed1qqpKgCdah7sXTUH5i759uP6dKEmSCvyoL7sdclJVtRz4AvCQJOlLtPMTAng3sj0Ak/TvJXqdpZySZ5LbPfQ26rIY0Hx77gEGAF/qw1vVslxXPdsKzVpkoraDeLqqqnv136ef62H692q9bYmqqp6rqup/TmvLL/r2VDRlxve07amqqiapqqoC6fq69dXHP+2Ya4DNaMOAe4A/6+tPP6e/UZcpaEqnEU3RFAgECB8cgcAdNlVV5wIJaJaV3sAbNfwanGfYX23Bscv0b7v+Xe0XYjptucmoqmpTVfUomgUCYLr+7aF/f3PaZ6e7eiRJCkabFfU02rDVAjQlpyk0dA7PeP5UjWJVVV9Hs1xEACM4Jcsh6spTXqOKshq/Tz/X1bgcq+vxDapZn8PN9ooav6vlLTttuZqX0JTqKLTz+lo9bSpycxzQhtr80Ya6BAIBQsERCOpFVdUKNP+bQrSp1X/XN+3Sv2dKkhQFIEnSLLTOKUlV1dyWHLae9dVWhoslSaruxBc08xjx+neB/n1A/35K1WYoLUbz5Vimr6/ujKufFzPQhulWqar6d7QhovAGjnf6/nBKeboRQJIkP2Cevs6dlcItkiTFoDt+o8lTLUuSLsuVaH5HG9AsV9U0pEQd1L8v0o8RD5RIkrSqse1qBrfrbbpV1Wa89a+nnDtF6itgNpo/2F2SJPVpmyYKBF0LoeAIBA2gqmoK8JC++IgkScNUVT2GNrQSCuyTJGkN8C1aB/V/bdSUH4FkYCywV5KknWidd2N4UJ/R840kSZuB6oB7H+rf1dPVf5EkaTWwHE3m6iGXHP37HkmS3ufU0N08XfYd6EMtkiT5uzl+PlrHHC9J0q+SJA0C/omm+PxPkqR1aArcIGC5qqobG5Clty7LMkmSfgB2o1lttqiqegTNQfcQcKkkSbvRnIwfAearqlpSb621+Q/atVysy7cB7Vm5ssG9WsYJNGvN75Ik7QKqgyq6O5+nk6MP8T2Hdh3MbdJCgaCLIRQcgeAMqKr6FlrH6QG8rq++Ha0jKUaz7hwGrlZV9Ys2aoMDLdbLZjQn1mLgAX1z1Rl2Hw9cDsxFC1qYjOYgvFKveyma0pOFFjgvHc2S8L2+/5dojqxhaLOVtgKPA7loCtd6tCEggMlu2l4MPIs2vDIY8FVV9Sc0x+nfgLPR/IMWA9ecQRZ/XZbL0ZyhvdGGdq7Sj+VEs2Z8g+abE6u3f+4Z6q3Z3h16fQfRrm0FWpDDxY2toxnchqaM9dOXq6Mz1zmfDfAakAncqiuRAkGPRtL83wQCQWdGj4dzM5qvy/uqqtokSVqINhvqKVVV/9ahDRQIBIJOhlBwBIIugCRJYWgxUnzR/Ffy0Kwt3sBUVVU3dWDzBAKBoNMhhqgEgi6Aqqp5wNXAdmAocB5ahOA/COVGIBAI6iIsOAKBQCAQCLodwoIjEAgEAoGg2yEUHIFAIBAIBN0OoeAIBAKBQCDodggFRyAQCAQCQbdDKDgCgUAgEAi6HULBEQgEAoFA0O0QCo5AIBAIBIJuh1BwBAKBQCAQdDuEgiMQCAQCgaDbYeroBggEPQ2LxfIn4C5ABY4Cd5jN5uwa22PRsoaPNpvNuW72XwTcg5Z4E7Qs58nAg2az+XArtC8OLQ1EfyADeBm4AChBy9y9yGw2O2uUnwU8ZzabxzTjWJ7AK8A5+qofgEfMZrPDYrFEAB+gZdh2AgvNZnOdtBQWi2WtXqZQX+UJrNPrKW5qm9zUfyuazHF6mxQgHu35+T3wqNlsdloslrOBFwE/wAg8azabl7T0+AKBoHkIC45A0I5YLJZxwEPAFLPZPAI4AjxZY/vNwK9ArzNU9anZbB6jf4YDnwGrLRZLYCs0s0z/LgUeQ1MeRgLjgBjgbr2tPhaL5Sn92M19WfoTEAGMAEYBU4D5+rbXgF/NZvMw4Ebgc4vF4ltPPQ9Xnw9gtL5uaTPbdDplaOcCYDFwwGw2jwLOAiYCt1osFgn4EjDrbZgNvGCxWAa1UhsEAkETEQqOQNCOmM3m7cAgs9lcaLFYvIHeaJnBsVgsvYArgEuaUe+HwEHger2uoRaLZZXFYtlusVh2WSyW26vLWiyW2y0Wy36LxbLHYrGs0S1GNevKBn42m805aErNJ2azuUK32ixDS/oJcBGateJ2monZbH4BWKDXHQYEA1aLxWICLgXe1MvtQlMGL25EnTbgAeBci8WSoMt8mcVi2WKxWHZaLJaNFotlsr7eZLFYXrBYLIctFssBi8Xylm5Vqslu4Bf999fAq/pxKoB9aAqgF2Axm80/69tSgVygT3POi0AgaDliiEogaGfMZrPNYrFcAbwFVAJ/19enA/MALBZLc6reDYzUlYMvgJvMZvMOi8USBPxmsVgOAOXAs8BZZrM5xWKx/AV4HLjztDbO1H9uARZYLJYvgCo0BSpGL7MMWGaxWM5vTmNrHMtmsVj+hWbN2YZmwQoHDLqSVU0qjVQYzGZzucViOYx2PhzA08D5ZrM5z2KxDAd+tlgs8cAf0JS40WjX4mNgAfBhjboS9bZhNpu/rF5vsVjGop2P83Vl5+0a2xYC/mhDjQKBoAMQCo5A0AHUUA7uAH60WCzxNf1amomKNpwyGBgIvFNDUfIBxurfP5rN5hS9HS+eoc5n0ZSD34B84FO0oaRWxWw2/9VisfwNzWLzX+D/6inqaEK11edjJppStrrG+XCi+dHMAD40m83l+voFjanYYrFcBCwB/qxbl2pu+ytwH3BxjXoFAkE7IxQcgaAd0a0G0WazeYO+6h3gf0AI+lBVCzgbeBfNwbWgptOvxWKJQnPCXYjW8Vev9wH6mc3mQ/XUGQr8x2w2P6SXXwAkNbZBFotlPJqlCoDTHZEtFstUIMdsNh/WLTnvoTkdZ+vbQ8xmc75evDeaFacxx/UFhqINIQ0AVpvN5gU1tscC6YCd2ucjCs1ylNFA3Q8AfwWuqx6S0td7Ae8Bw4DJZrP5eGPaKhAI2gbhgyMQtC8xwCcWiyVcX74B2Gc2m1uk3Fgslj+gdeSfAYlAhcViuVHfFovW0Y9D8yWZYbFYYvRdZeC5BqqeCygWi0WyWCz+aL4tHzW2XWazeVsNZ+gxbopcACzWfWEMaOdjjdlstqPNUJJ1GUahKQ5rz3RMXWl7EfjBbDafANYAs2r441wC7AG8gZ+B6y0Wi5d+/P8C1zVQ9wNoM9gm1VRudD4HAtEcyI+fqZ0CgaBtERYcgaAdMZvNv1osln8Cay0Wix3NinBFM6paYLFYpqFZHwxoSk21LwgWi+Vy4CWLxfII2jTyv5nN5o36toeBlfpwTQYNOwm/gzZTaB+aZehNs9n8RTPaWx/Poikju9GGjTZwanjqbuAti8WyD03Om8xmc6G7SoB/WyyWJ/Q6TGiKy30AZrN5v+4T84k+28kOzDWbzaUWi0UB4oDtgISmQL3s7gC68/GTQAHwVY3hrs/1/S4DDgMba2x71Gw2/9jYkyEQCFoPSVXVM5cSCAQCgUAg6EKIISqBQCAQCATdDqHgCAQCgUAg6HYIBUcgEAgEAkG3Qyg4AoFAIBAIuh1CwREIBAKBQNDtEAqOQCAQCASCbodQcAQCgUAgEHQ7hIIjEAgEAoGg2yEUHIFAIBAIBN0OoeAIBAKBQCDodggFRyAQCAQCQbdDKDgCgUAgEAi6HULBEQgEAoFA0O0QCo5AIBAIBIJuh1BwBAKBQCAQdDuEgiMQCAQCgaDbYeroBjQStS0rLy0txc/Pry0P0ekQMvcMhMw9AyFzz0DIXC+Su5XCggNUVlZ2dBPaHSFzz0DI3DMQMvcMhMxNo6tYcLolTlVlW0oBY3sH4WEUuqZAUJMKmwOnCr6exo5uiqCHkFdaxXFrGYXlNrw8jMQG+9A3xKejmyVoJkLB6UDMPySy8lA258eH8e+5wzu6OQJBp2L++9vILq5k8/3ndnRTBD2Ep38+wvqjea5lb5OBd68bS3yENkSSWVxBYZmNI7mljIwJpF+ob0c1VdAIhILTQezLKGLloWwAdqQUYnM4hRVHINBJzislo6jnmeMFHcfm41bWH80jyNvEf64YjrXUxj9WJXLL0h3MHhpFYnYJx61lVNidAIyPDeK/14zu4FYLGkIoOB1AWZWDv/9wCG+TgTsm9+OVX49xMr+cgeE9y3lMIKiPwnK767eqqkiSWx9CgaBV2HIinz9/tQ+AT28ZT5ifJwDlNgdvbT7BN/syXWUHR/hxOKcUm6NN574IWgGh4HQAy/dnklJQgfmiwQyK8OeVX49x7Qfb+e/VoxjfN7jZ9TpVlYmLfwXg1z9PxdtD+C4Iuia70gtdv/NKqwj39+rA1gi6M6VVdh78Zj8AgV4ml3IDcMmwKAaG+7E3owhPg8RFQ6PwMhm449Nd2B3OjmqyoJGIMZF2Jre0ijd+O0FCpD8XD41iSKQ//zdjEAB/+nJPi+pevj/L9ft/m064LeNwqtid4s1D0Ln5OTHH9XtPelEHtkTQ3ckrtVFpd3L5iGg+u3V8ne0BXibOGRDG3JExeJm0LtPuUCmudLR3UwVNRCg47UhJpZ3ZymYKK+z8dcYgTAbN7D5vVAxT4kIYHOnfovorbKf+cB9tTyWjqKJOmc93pzPj9U18vjenzjaBoDOgqirZJVWM6xMEQJlNdCSCtmNvhqZAzxkWVct6k1taxZ70IoJ8TEQF1LYgGg0SDvGi2OkRCk4rUFhuw6me+WavHscdGObLsKjaykxplZ20wgrURtRTH5tP5BPi48HHN48D4JMdabW2q6rK9pQCSqscrDyS3+zjCARtSWGFnYJyG4MitP9ItVOnQNAWbD2ZT6ivB6N7B9ZavzO1kM3HrXy0LbXOPiaDJCzhXQDhg9NCHE6V2W9sZkLfEF68ckSD5d7dcpKBYb58ckttM2h2cSUBXh4UVRSzK62QsX2Ca+1nczjP6E+TXVzJr8lWrh4dQ3y4H1P7h7J0RxqbjlsZFxvMl7szapVPLaqiqMJGoLdH04UWCJqBw6likDijw3C5brHpF+qDUdLubYGgrUgvrCQ22AeDfl8WltvYk1HEjMHh5JUGYjDUvV99PY2YjMLxvbMjLDgtZOWhbGwOlY3HrBSU2+ottyoxm8IKO4Mi/LE7nFTYHJzML+e930+y4mAWV42OAeDTnemU2xyoqsq+jCLe2XKSD7amsDYpt8F2JOaUABAT6A3AwxcMJNDLxHFreR3lJsBL02tfXn+s2XILBE2h0u5k0ou/MmHxrxQ28D+BUwpOoLeJPsE+nMgvb48mCnogqQXl7EwrJK5GPJvkvDIqbE4kSSLc34tQX886+/l4GDG4zw4g6EQIC04LKLc5eHfLSddyYnYJE/uFuC276Zg2JDQgzBenCoeyS9iTXkSV3cm80b0I9jYR7G3iaF4pH25NYc7wKKIDvLjurN54mwxklVTy2c408stt3Di+D36etS/dBj041TkDQ/nlSC4OVeXd68eSWlDG9weyCfHxYHCkH8WVDq4d25sLX9vI1pMFZBZXEB3g3UZnSCDQOJxd4vq9PaWACwZH1Fu2qEKbIh7gZSLU15Pj1rI2b5+gZ3EyvxzLj4kuB/bBEadCdBRV2IgOaHjWns3hpKiyYUVd0PEIC04zUVWVR787wMn8ch6fqc2C2pNexL/XJHH2C+tZuuPUuG2FzcEvR3IYGunPvFExeJoMjOkdxM1nx7JwShzhfp6YjAZmDInguLWc2cMiSc4rw9NkwM/TyIfbUnl5/TH+/ctR3tp8knu+2FvLobig3MY3+zMZFuVP/1A/xvYJIjrAi58Ss/EwGvjbrMFcNboXc0fEcMO4PhgNElcMCyO9qIJPT/PTEQjaAmsNq82+zOIGy1ZbQkN9PRka7U9yXhn5ZVVt2j5B23P7xzuZ88bmjm4GAP9afaTW7LzeQafSMXh7GAn0afjdXzgZdw2EBacZVNmdLF53lN+O53N+fBiXj4jm5fXJvPHbqanZi9cm88OBLM4dGI6/p5FKh8qMIREE+dTv8zJ3RDRf7M5g3jvbAAjx8WB4dAAbjlldZfw9jezPLOarPen4eZmwltrYdNyKwwk3jOsDQLCPB8E+HgyLDqCsyoG3h5H+YbVDil87MoJvD1n57Xg+953XmmdHIKjLCd0K4+9pJLGGNccdezM0BSjM14MLB0WwdHsas/63mRAfDx6fOYjz4sPbvL2CxlFhc/DxjjQuHxntdiinms3Hra7raneqrhmkHUFWcSVbTxZw1egYrhwZw0vrkxmrz9jLL6sixNeD2OCG8095CAWnS9BqCo4sy/8AIhVFudPNtvnAf4GUGqvPVxSloLWO39bszyzmvxuPMbpXkEuR8fcy8tiMQXy5J4NRvQLZeCyfETEB/H3WYOa/v51D2aUcySnF28OAh1Fi/pheDR5jaFQAU+JC2HRcG87KL7fVUm4AVsgTueLtrSxeV9t/ZlRMADOG1Db7GyQJfy/3l9jTZOD8gWGsPpJLld2Jp0kY8wQtp7jCzi9Jufx6NI/hMQFcd1YfvEwGtqUUEOnvSbifJ3vSixqMTnzSWkbvIG/C/b0I9/fiT9P68+qGY+SX2/i/7w+yYuEkght4URC0H0//fIQfDmaTXVLJoxcOclvGqaquKMGgBW48fdp1e2LVrYETYoMZEunP61ePAmBDch6J2SU4nCqhvtq9Wh+NfV7mllbx7M9HMF88pN5nsaDtaPEZl2W5L/ACMBv4sJ5iU4FnFEV5vqXH6yj+t/E4W04UsOVEAQD3ntufa8f0YmViDgPD/LhyZAxvbz5B/zA/4kJ9+fjmcXy5O52v9mRQWuUkIdK/UZGFF185gsJyGwHeHry47iif7kznn5ck0C/Ul0ERfhgkiatGxfDm5pN4GMDfy4OLEiL50zn9XbMAGsu4viF8dyCbA1nFjOkd1JzTIugBVIcuONPsp6TcUq77YLtree3RPNYm5RHu58lvx/O5ZFgk/YJ9OZB1nPxym9s3flVVSc4rIybQi4yiCooq7NwyIZZbJsSy5UQ+f/pyL1/vyeDWCbEifUMHk1tSyQ8HtXx65Q3EKrp16U4AvEwGKu1O1h/N45ozvOy1JdWWpOq4Y8etZcSF+hLi48Gc4VGE+3lxpglSPh6mRt1/i9ceZe3RPAqX7eeNBSJvVXvTGirlH4E1wAEgsp4yUwGrLMvXAWXA44qirG+FY7cL3+zNYPOJU3FjxvQO5KbxsRzJKaG40s7IXoEYDRJ3TO7nuunjw/149MJB5JfZWH0kl+HRAY06lkGSCNEf/H+c1I9zBoTVcVxeOCWO2yb2bXFyTg/9X7wh2crIGE2GhiiptFNcaXfN1BJ0f8ptDq58ZyueRomX542sNdukJin55S7lZmzvQKb0D8UoSbz8q2Zp9DBIzBgc4Zp5ciyvzK2CczinlJMF5dwwvjfphRVsTylgQJgvHkYDE/uFEOnvydIdqXiZDFyvD8kKOoZlelwvgwQ709xHm96fWcTBLG1I8vs7JjLjv781qAy1B9Wz+GICvSmt0iyON43rw/CYwDPseQqDpM0MPFOetMER/qxKzGFnWmG9ZU5n68l8vExGRvVqfHvaiqTcUtYm5XL7xL5NfoHuDLR4XEJRlL8rivI64DYalyzLBiALeFFRlHHAY8Ay3fLT6fn5cA5P/XSEwRF+LL3pLMb0DuS5y4YB0CvIm0uHRbnGk93d6NeM6UVssDcLxvZu8rGDfTzqnZXVGpnHq6eLV9gd7EwtdL2pF1XUnR1QXGFnwfvbmPvW72QW142QLOheVNgcfLIjjWdXHyGvtIqMokqueW8bK/U39mrsDicbkq383/IDrnWPzxqMyWDgprNjsVw8hMuGRXH3tDjG9ApieEwABgm+2Zdx+iEBSC/UpoQHeJnoF+pLmJ9nrazi8pR+FJTb2XqyQPhAdDB704sYFOHHrCGRpBdWuA2TUakHaTx3YCjJeWUYJTiZX4bdqbq2tTVZxZXkllZxMr+cZXszXC4GRoPEgcxi+oX4Ymri89TDaMCpqmSdIUZTn+Cmvwze/cVe/vDJribv1xa8+dsJlE0nzug311lp80FBRVGcwJway7/KsrwRuAh4szF1lJaWUlnZdsG+ysvLsVqtddZX2Jz8Z80RAryM/PPCWAKNVTw7sy9qRQnWGn18Q7NY+/vBW1fEAxVYrZ1HMSgvL2eAnxe+HgbSrcWkBRnp5+ugoMLOikQr5/YPop/+5yytcjBv6UHXvn/+fDfHCyr598X9GRXddTKg13eduzNNlXlbWjErEvPZdLKIavVhYKg3t54Vxd9+PsHffjjE2ZFGiirtVNpU/rs1g+1pJVTqmZWvHh7G2oNpxAZ5YbVaifZycGVCIL0CPLGVaW/5YT4mDmUWkZKZg5+nNmxbUGEnKa+cDL3D2HAki2CDjZGhJpwVxRxJLSLZWkFhaRXeJgMlFRUU5FvdvlSI69w8TvfFyy6tItDLhHc9/iYl5ZV4G+CcWB9WHoKHvt7DLWdFkRDuw89HC/hify4nC7TreeXgIHp72/E0SnyzL4v0/BKS8ipYuiCh2ZaBxshcWuXgxs8TKbM5MUhQUye2Wq1k5BUS4+/Z5HNnq6rAqcLhtBw87fU/AwuLNcXA0yg1+Rg5uXl1rOrtdW8rv2cwMMybXakFAGw8nEGUR8dMi2+MzKGhoW7Xt7mCI8tyJHC7oij/qrFaAhp9tvz8/PDza7uO1Gq1uj1Br284Rm6ZncdnDiKuV32jb12TapnPiw/nh4PZPDgjAYck8evRbAbFhDIyLtJlmVJ+PgLArRNi2XTMyuGcUgAeXnmM3+8/p8v4QtR3nbszTZF58bqjLN2uhQ2YEhdCZIAX21MKeGzWEOJCfemzNYvUwgoWb87mx8TaucxuHt+H2yb2dSks1feEu0MPiQokMbuEI0VwbnwIJ6xl7M6toH9oMD8fSyPI28Sjs4bhq9eVXljBqv2Z+HgauWRUP5IKHGw+kY9PQLCrTHNl7i60VOb9mcUs/HQXY3oHMSw6gMlxIdz7dRIJkf68uWC02/94mSMZD4OBCfG9GLnPyu6MYh5Ykey2/oTYSML9vRgSFcCutCK2pmnPkB+Sy7jp7Nh627XmcA6PLj/Isj+cXWsqd2NlLisop8ymWYqcKvQP9eWY/kYaGhrKzIAgVBW391FD+Ptqfjzevv6Ehrq3sgN4Z2rdnITUqOtTM/yHp19gnVm37XFvpxWW89WBvFrrTpY4O+w/1RKZ22PqTBHwoCzLcwFkWR4LTAJWtMOxW4S1zEaQt4krRsZ0dFPajLumxgHw7b5MogK8uHVCLJcMiyIlv5wVB7L438bjfLUng5mDwxkZHeDqwKrZntL4sWVB5yU5r9Sl3FguHsJL80Zy0ZBI5o3qxZYTBaw7msf714/F0yDVUm6m9g9l6U1n8edzB+DvpTlenknhHdM7iJzSKvy9TDicKoeySwj19WR4dACJOSWMiAms1eHEBHpx+8S+3DQ+ljA/T/qH+WIts3E0t7RtTkYPxLIykSqHyu8nC3jv9xTkz/ZQaXeyO72IjKJKCsttbD5uJa2gnAqbg893pZGUW0aAtwmjJDEpLoSzY08pnIPCT72Q3ntuf8L9tVlT/7l8OAk1kgpvPN7wm/mjyzXL8eHs5l1rm25ZvPec/vzr0qG8c90Ynp87jJeuHEFZlYPCcluTlRvAlaZh9BkmZ+Trw3Yepsa9BFb7K4FmfeoI0gprjzT4eBhI6qL/tTaz4MiyvAv4o6Io23Tl5kVZlp8G7MACRVGyG6ygE6CqKl7dfPp0TKA3k/qF8NmudK4e3YsIfy+sZVVEBXhSUO7Nz3pn9uiFg9iZVugyJz9w/gAWr01m4zEr4/sGd6AEgsagBaY8yC9JudwzLY5BEf78dtzKnvQiZg6O4FC29kb66IXxhPt7oqoqw6ID6BviQ5ifp8tU/uNdk1mlB5C8bHh0s9py/qAwXt1wjL0ZRUzoF8KcYVGA5vyZU1LJhYNqx7mRJKlW3p8hege5N6OIkZ3AEbMt2Xzcyue7M3j2smFtFjsmt7SKY9YyIv09yS6pG1Dx16O5vPt7CnlldY3uV4yMIcDbxPVn9WF6fAUR/p74eJiwO511oq0DBHp78OGNZwFw75d7G+w4q2r46DQ3seW2lAIAxvYJYoTuRFwdR+lITgnHreVEN2PSRJC3JtuPB7O4cEiEW1nhlD9jSaWDCpvjjDNpc0pPuWLsSS+iV1DdtmUWVWAyGhqcxt4Sqv1tPr55HJV2J9/szWBtUt4Z9uqctJqCoyjKotOWx9T4/RswsbWO1V70FBfGu6fFcfNHO7nkjS1MGxDKhmQrcaE+PHvZMDafzGdgmC9BPh6cHx/O6F6BfLA1hatH92LZ3kyW7kjlwsHhroeHoHNRaXfy+oZjvPv7qRBUr204XqtM9VvjiJgArh59avqur6exztutv5eJeaNaNsW3X4gvfYN9+GBrKpV2Z622AcwcUn8aB8AVQyXHTWfc3XhixSEKK+xYViby5CUJbXKMN3Wn2ycvSXDNkPy/5Qe5a2oclpWHeH5t3WGnO6f0IzLAiwt0ZdTfy+TK/g7g1YjBgeExAfx2Ip9Nx6wcySklLsyXiX2DOVlQjrW0ihU1HNpLq+zNki0xu4QQHw+3zydrmY0wv+bFU6o+T9ZyG0m5pYzu5d6SU2k/1YtsTy1kav+Gh1pqWk/cOW1X2J289tsxdqUV8tXtE9rkBXxnaiGhvh4MDPNFkiQ2HbOSX26j0u7sci/8IvJQAzhVuuTUuKYyNCqAWyfE8t7vKWxI1kzGx63lvPLrMWwOtdaDNcTXk/vOGwjAVaNi+PcvR1m6I5Wn5wzrkLYLGmZ5opV3t2a6lh+bMYj4cD8q7A5+OJBNsrWMfqG+rDiQxbXNmOnXXG4+uw/P/3K0jnIDpyw09VGt4Ph7NX1ooatQUmnnwW/2U6jn5dp0zIpTVVv9eWQtq2L5fu3+GNM7yFX/e9ePBeDS4dGsTcrD7nSy6OIERsYEtJrPXXXojJ8P53DJ0Cgc+ixOf08TheU2dteYWl1c0TwFJ6WgnNgQ91GJC8ptZ7zX6qM60GSl3enKneaOmlaojKIzTzL57ZgVP08jlXYnJ90kmT2cW8Yq3ar+y5FcLh7a+r6h+zOLmRwX4rrOw6K06/TNvswzBqvtbAgFp0FUeoB+A8A90/ozb1QMc9/63bVuQ7KVvsE+td7MajJ/bG+W7c0gtaDzzA4T1GbtsUKiA7z47o66BtToAG92phVy2fAo7pkaR2Q7Rpe9fGQM58WHs+ZILgmR/vxr9REOZpXw+MxBZ+zE/TxN+HoYSc4ro7TKXu/wQFfl3S0nWX0kl8TsEoJ9PLhraj+e+TmJVYdyWr1DW5uUR5VD5dWrRtY57/szijAZJF69amSb3BuT4kLx9zKSV1rlGubemGzl/a0p7M0owu5UuW1CH979PbVZiS1VVeVwTgkXDnJvEUyI8ifCr3lyDQjzw8/TyLG8MgbX83wEzfIU4edJUYWdFDcKy+nkl9sI8DIxrX8g3x/I4t5z+7uGtcqqHDy88niN0q0/xlBQbsNaZmNgDR+qKf1DCPf14Kvd6ULB6U6oKvQQ/QbQzK6vXz2SCH8vNh6z8uK6ZC4dHtXgPpP7h/HRthR+O25lclzLveyTckvJL6vi7L71z0wQNI680ioO55a7HMlroqoqfYK9iQzwQpKkdlVuqgn28WDeKM2B/4MbzmrSvn6eRg5lF5NeWFGvAt4V2XIin9c3HgdgXJ8g/jd/NE5V5aPtaSzZntrqCs7R3FK8TQb6hfqwL6OISruTo7mlTB0QSr9QbWi6re4Nk0FiZEwgqYUVfLE7nd5B3ry5+QT7ayRjHRwZgKdRorC86Rac1IIKSiodbq00lXYnEX5ezXIwBi0q84AwXwrKbUwfVH9utLwyLS1FTJD3GZPMguarM7V/KBcODufHxBzOeWUj5w0M4+azY2vFmgLOGJi1OVQrYf1CtICeOSWVHLeWMTgqgE3HrGQXV3bIs6K5dK0BtXZGBXqMCUfn7L4hxIX6csO4Pmy6bxq3TWw4HuOUuBAcKnyzN5M96UXkljbfL8LuVLnug+3c/cXeZtchOMXPhzVT9unj/uU2B9/uyySvzNblxtSr8fYwYEAL1NadOJyj+UPFh/vxv/laaH+DJHFxQiSJ2SVkNmKYoyYOp9pgkLatJ/MJ9vFAQiLC34vDOaV4mQxE+nvh72WizxmSTraUSXEhnMwv59nVSdz71T72ZxZz/Vmnhkqnx4fjZTJQ4Cb46JmodtjtF1pXhqTc0lrR6ZtDdKA3mcWV7E4rrDfbfX6ZjUAfEyOiA0jMKsHuaDi4YXGlnQAvE5PjQl0z0dYdzeMPn+wit7SKiwcFu8pW2Fo/UGKmHoeql+5jtOVEPn6eJoZHa0riku2prX7MtqRrPt3aiZ5mwTmdxkRLHt07yDV1PKOogpLK5o2VAxzPOxUxsatOS+xMrD6cQ2yQF4MjTpmbHU6VHw5mE+LrSahv101YOapXEMfzyymqsJNWWE5OSdsFAm1PDmeX4uNhYOlNtS1a1WH705uo4Ny6dCc3LtnB2S+srxVjZfNxKx9uSyGloJzBkf5EBXgRFeDFdWf15vKRMa0SKb0xzB/Tm3vP6V9r3eyhkXx4w1g+u2U8RoNEoLcH5VVN78yrh84j/etaHFILyuntZoZSUxgeHUBaYQXJeaXsSHUfLsNaWkVuSRWRAZ5UOpwczas/KqzN4aTS7nT5lv1v/ig+v3W8a/vshEiGRfrxv2u05KBVZ1CWmsIvR3J5//cU3tx8AqMEMUFeVNgc5JRWMSTSn2tG9yLcz4OVh7JdEe+7AkLBaQAVtUcrOI3BZJDoG+JDaZWDixIiCfHx4OfDOexJd5+bpj62nMjnug9PJWpcl5Tb2k3tUexOL2RnWhHT+gXWcgrdlVaIr4eRaQNCu7QD/cAwzYQ+qlcglXYnX+/JoKyD4oa0FlV2JysPZXPBoIg6jrzRgVonnVnUNEXuUA3rzUvrkzmWV8a3+zL581f7eHn9MexOuCC+/iGWtsZkkLjp7Fh+u28aA8N8OW9gGAlRASREBdBfv8ahvp7YnU3vzPdmFBHkbaLvaU7GVXYn6YUVzUqjUJNLh0XhbTKwITmfk/nlbEjOo6DcxpYT+Ww5kc9xaxn55Ta8PYyMitFmWe1vwOJY/XJYnUIn0NuDuFBfLhoSQXSAF7MSIgn0MtJbb3drDVHtTivkke8O8OqGYxzLK+P6cX3w8zSRWlBBdIAXRoOWH/Gy4dHkl9k4nt9A6P5OhvDBaQC1h8yiaikDwvzYdEybfWU0SHiZDGxPLcBokBqVZLTK7uTvPxwCYMHYXuzPKObHxBz+MKlfm7a7u6KqKq/9eowgbxNXDT/VeTlVlbF9grrFfT2qt2bRKLM5GN07iLiwUo5byxjWyKS27UV+WRVBPh6NOt9rdaX+bDdxpaJ0K0RyAxYAd3gZDVQ6nEzoG8wXuzP4YvepHGDXju1FQbmtTWbiNBWT0cDSm8e5PU+B3kYOZpVQVuVoks/MpmNWYgK9XXVW2Bwcs5aREOnPOQPDWuycHuTjwfRB4Ww9WcA/5yRQUmknq7iS/ZnFGCQtrpNDhfgwXwK8jBiAEw0oB9Uz5vy9arfrqTlDAUjKKcXD7oGXbl0rcjONvKkk5Zbyx093u5bH9Qniz+f0x+FUiY/wcymZABcOjuDd31P4dGc6f71wUIuP3R60moIjy/I/gEhFUe50sy0eeAcIR8smfouiKPtb69htheaD09Gt6PyM7a15/H9/IIs5w6I4Z0AYw6ICKG7kcNWGY1asZTYeviCe+WN68dSqw2w81rNyCbUmn+xMZ2daEQ9fEE9AjanUKw5kMTw6sNZDq6vir3dOJZWa1SYhMsCVqLOzkFtSyew3tnD3tDhum3Dm3MK/6ArOeQPD6mzLLK7EJEkUNsEXJbu4kkqHk7umxnHVqBhm/Pc317YXrxxBhL8nGYUVbeKs2hzqUwIHR/jz2/F89mcWu1X+3KGqKuU2p0u2CpuDTcfzKSy3MTQqgPjw1kn9kxDpzw8HsymosBEd4K2lo9Cdml9Zr8UPmj4onPxyO/7eJn45ksv9epiN06m27kT4uw/gFx/hh9VYiZdJ+08XtsAdoJrPd6UDsPiK4UwbcOq+23LcSoCXqVYgzf6hvngYtNl1Noez3YYxW0KLWyjLcl9Zlr8AHmyg2FLgLUVRhgGPAl/rWcY7NT3dB6exzBkezVl9gli0MpEX1h6l0u4kzM+TuFBf1iXlsupQw0GrD2Zpf+zqCLY+HkbKbV17uKGjsDmcvLbhGAPDfLlm9KkUIyWV9lYxy3cWqt9yq836fUN8mBQX2qkyjFfPmlnXyCiwx63lTBsQWucNPqu4klWHsjEZJcqbMAyXqDssD4n0J8jHg433TuPVq0ay9YFzmdo/lMJyW51jdUYGRfjjVGFbSj6qqnIoq7hBSwjAzrRCiivtzBsVg1NV+WpPBkYJZiU0HESyqVQrXCsP1n7G2RxOvtyTQWywNxP7hTCqVyADw/3IKKp0G8APcA2xDnSjfNmdKisOZGF3qq6EqK3hZLw3vYip/UOZNiCMvNIqtpzIZ3daIUfzSuvED/I0GRjfNwRrmc1lberstIaS8UdgDfAfdxtlWe4NDAc+AlAUZTXgBCa3wrHbmJ4TB6clmAwST+nBAD/ekcbct7a4lJqz+gRz3FrWoGPaztRCRvUKJEwPPe7jYaDC3vozBHoCi9cmU2l3cufUuFp+HHllVUQHeneJt67GUNOx/bi1jKziSo7klLDuaB7OTuIEuVf3Q2vI76Ka0io7KQXlxATUVUA3HrMyMNwPb5PBFQyvMVQrf9XOtJ4mAxP7nQq/oOXa6/yO5oMjtQ4/r9Smpe0wGNiYbK33JchaVoX82R5Am0FokCTmjdLiLrV2zKT4cD+GRPrz2objLPx0F3/5eh83fLidf/50hNIqB7dO6IskSRgNEjMGay9w7pSzkkq7yzrnYaj7H63Ou2YySJgMEgag0t70l8Aqu9P1LLY7VU7klzEgzJcKm4MVB7MAbdjX39PkCmZYk0HhfuSWVOFjMnAgs7jTOxy3+GorivJ3AFmWF9VTJBbIUBSl5tVIBfoCGxtzjNLSUior226WRH3p2Csrq3A6nO2Snr69aUwK+qZgBP42PZa9mWX8llLEEysOkWktYkrfAH5NyuGCvj5uZ+04VZWDWcVcPCjE1R6nrRKHUyUrJ7dVO+TWlrmzUVLp4Ou9GVwwIIhRoQasVqtL5qoyG3F+areRX1VV+od48+7vKa5oyE/O6EdBuZ0fs23MGtI2cUIa065qxfL7A6ciSOfk5jXYnu1pxVTanYwIN9W6RnanClXljIgJxMdDQrXb3F5Dd/d2dr6mYNnLirFSe/aVw6nirCzHXzVgtXbuGWj+qkqYr4m9aQVaZmkjhJgcfL0viyvRLL41WZNcAMCUvgFIlSWsPlbC0AhfvD3aRrl//NxePLLyGDvTTk2sOJyjKSS9vE/1H4MCtet/OC2XWO9T3aFTVbGW2dl2XLP0fb7tGAPDvF3JNhMifNmQXMDEPgGu6+xplKCee6E+Cirs3PblYXw8DFgu6EepzUGVQyXSS+VwajbhHk4GBagk5ZUzMMDgtu6BQQacwIbENI7lV+DtCCHYp22tgI15bteXbbw97JP13VWNfkX38/PDz691xkzdUV86dpNHJkaTvcPSxLclLUlBXx9zQ0OZi/Y28ucv9/LK5nRe2axtS680Ed+n7vH2ZxRR5VAZGRtGaGgo5TYHvr7aG69PQBCBrfiG2RYyN4fc0ire/z2FP0zq6/Ytqbl8sC4Zu1Plpon9CQ3Vxs6tVivBISF4+jm6xHBEU3h0hpH7vtpHpT5ddkdWJX+dMYilW45SafJt8xgup1NYbuNPX+7F38uIyWAgr8zucvLNc3iSEF6/A/SxQ1rnODG+F6GnJVGcF675RhiMyeRXuX+Yu723TVon2ycq3G2Sx4vDQlst7UJbc9Xo3rzx2wme3ZjJNaN7MTQ2guGRvvSOiiCvtMpl/QXwTNdi0vxl+mD8A304friYcxJCXUM7rU1oKCz7YxQn8suwOVQyiyp46FstKN/4+FORfw0+NiCJpAIH1+jXKrWgnE3H85k3KoahMSXsTC9h+tBexAR6sz2lkP2ZRfSL8mHiQG9GxAS6rrOnhxHV5NGk59kLKw5SZnNSZnPy1s4cbA4VgwTnD+1NVIAXo/R7YUIDVU7xCYDVJzlS6GRUn3DKDB4MCG3bPIQteW63xxPvBBAty7JBUZRqpaY3mhWnU6Oiinn0zcDfy8Rb147h8rd/J0sPHHUouxg/TyMD9MSd1Q6F1X4KRoNEbmkVX+1Od01tLbc5aUaiX7d8uy+TgqISbp7S8QrOfV/t5XBOKfszi1l8xXCCWknJ2aIHLqs5c83hVFl7RHNevWBw6/ofdDTjYoPZcN80knJLeWV9MqsP5/Lg9Hgu6B9MTJA3uaVVbZZx2R2rj+TWmpZ9cUIkFyVEcP+y/exMKyIhqn4FZ+OxfPoG+9TqqEGb7u90atmwPQ0SpU1wLD2apwXtcxfMcWOylehAL7f+Hp2R2yf2JTmvjJ8P57BGv59fvnQA0RFOViXmEBPohYfRwJJtKWxL0WLSnNDjJAX5eLSZclON0SAxIEw7l5H1OAkH6hnIt6UUUlJpp6DcxooDWVw2IhqHU+Xjnen6zCWtnqkDQpk6wP3zyihJTUo2W1plZ/XhXBaM6YXNqfkkAdw6IRa7U2XzifxGRaIP9vFgQJgvidklTI8Pa1Fg1/agzftvRVHSgIPATQCyLJ8P+ANb2/rYLUaly7zhdDaMBomPbxrHHZO02SNf7s4go6iCb/Zl8sWudOxOla/2pPP8L0cBmDE4gmAfD246O5bJcZqfQHPjmmQVV1Juc5BbWoXDqVJuc/DkqsO8sjmdDcmNc/is5lBWMXmt+CfOK61yma/3ZhRx80c7yC5u+RBBaZVdm/I5qW+te/aotYKSKgfnuJmZ012ID/djwdjeFFXaWZuUi7eHgYJyG78ebdq1bim/HMklNtibNXdP4bf7pvHkJQlMjgvF0yA1mIeowubgaF6pKx9TTU5Yy10do5fJQHkTHEs3HbO6TY5pd6rszyxqNcW6PTAaJJ6ek0BCpD8D9FmAz/+ahsEgMWdYJLklVZh/OORSbgwSTO4XQpXDyUg3mcTbkkBvLRP3wxfE11pvkCTOjw+jtEq7T/dlFHNefDgxgd68sek4DqfaYNqHmngYpVqJPM/EuqQ87Hr9NYfq5g6P4qfDOXg2wRVgclwo21IKiAjwYlIrpOdpS9rMgiPL8i7gj4qibAOuA96UZflhoAq4WlGUzq36oU0TF+pN8wnwNrFwShx+XiZeXJfMh9tSuWFcH4ZG+bM2KZcXdOUGTo2jmwxG+odqbzC5pZVNntL89Z4Mnv75iGvZIFHLsfDZ1UcYFuVPaCOS7C3dnsridcl4GiXW3DO1RWkNyqocGKRTVpYHzh/AyfxyvtidwTM/H2bxlSObXTdAcq7muFjTSuBUVQ7nlnPRyNhu41xcHxP7hRDkbWLFgSzOjuyNt4eRvLIqknJKiY9oeyvF4ZwStpzI58pRMQR4n7rfVh/Owd/bxE+Hs3nkwni3+368M41Ku5MxvQNJyi11BWMc0zuIrOJKZutxanw9jRRVOmr5+dSH3eGktMrhyrxek+ziSsL9PdvVutUaSJLEhzdqEZ6/3J3Ov1Yn8X/LD/DsZcNYk5RLSaWdO6f0Y/bQKIJ9PPDyMHZITjujQeKTW8a73TYyJpC1SXnsSS/C18PI3344xIzBEaw5kkNCpD9/OENqnGo8jYYmKThf7ckg0t9TswQaDWxPKeSRC+JJLaxgQKgv42KDG13XxQkRLN2eyvUfbEee0o9xscEu61Vno9UUHEVRFp22PKbG7yRgemsdq70QcXBah+vP6k1RhY13tqTw5KrDrvUxgV5kuInMWp3M7UhuaYMPKLtTZXtKAaqqMrFfCCfyy3n65yN4GCVuHNeHL3alU1rlwKmqzB0eRainyns7s7n87a38e+4wJvYLqbejWH80j8XrtDgWVQ6VV9Yn89AF7juo+tq2P7OIA5klJOeVsmxvJj4e2hu4j8lAXIgvEf5eHMkpZcOx/Dp+BE1lb6bmwzEk0g+nqnIgs5iEqABmDw4hogslx2suRoPEZcOjWbI9lftXVPLaNWOYOSSC308U0C/Up00VvKIKGw9/ewCDBDef3ce13uFUOW4to2+IL7vSCnl9wzEuSogkyNtEsK92rXekFPD2bycJ8fFgbO8gNh6zMj42mEq7E4MEk/qFuNoe4OVBZlEllXanW5+amhzIKsHuVJng5v/j62lkeHT7WjVam3mjYjicmc9X+/N48Jv9bD1ZwLkDwzp9cNDrzupNcl4ZX+895YBenTNOntKv0SMGvp5GjMbGld2bXsTu9CIuHxGNQZIY2SuQJbqiWG5zNHnWYUJUAC9cMZz7l+3n16NWyqqc9Avx7TTxlGrSvbwOWxlVFakaWgNJkrhran/6h/pxKLsEP08jyXllLJzcjwh/zzpDUdVj2NtPFnDd2N71/un/b/kB1uoxRvoEeVOuv9G8OX80TlVL5Nc3xJfVh3OIDvBicKBKr7Agnv75CE//fIQnZycwuneQ27of/EaLQ/nhDWN5YW0yvzUhMV9JpZ2Fn+3mSI77fFpjegcxMS4EgyQR4GniT1/tZUdqITOHNM9HpsLmYOXBbGKDvYkO8GZjspW8sioGRfh3yodOW3Hn1Dg8TRLvbEnhL1/vIzLAi96BXjicKqsSs4j09yQywIterThdXlVV7vtqHxmFFTx1SQK9g045NhsNEn+c3I+bz3Yy580tLNubSWyIDyWVDmYODqfU5mBbaiGVDid/mhhHdKA3V43uVav+6BpOaEOj/Fl3NI/v9mdx1eiYBqMjZxZrs6ZO97GxO1W8TAa3Gba7EpIksXB8NOklTjYkWwn19eDvswZ3dLPOiIfRwKKLhzBvVAyf7UojraDC5YfYFGuTn6epUSFMVh/O4a/LDwJwdY24WKANl9sczlr3WGOZNiCMCweFszOtkHPjw0gpKCcutPMFEBUKTgOowgenVbl4aKTbsPCnz+7x9jASE+jF8fxyUgsqCPPz5FB2MZH+Xq6ZMXmlVaxNysPXw4hDVUktrMDTKGG5eAhDowN467cTzBkeRbifJwvGatmJrVYrV46KYPOJfNYcyeXbfZluFZzqN5r+IT4kRAUwOMKPT3cV8sqvx/hgawp3TOrLwilx9cr58Y40juSUcu+5/ZkcF0pWUSV9QrxJL6hA+e04cWG+LsV5TJ8gJLS3rOYoOKkF5dz9xR4yiioxXzSYfRlFpBSUc8XIaLxMBnpSylIvk4G7pvbnSGYhv544NWU3ITqAfiE+WMtsfL0ng4HhfvQO9MbDKDEsOrBFSuC3+zLZl1nMHZP6Miuh9r2dmF1CmK8H4f5ePDFzMI98d4CSSgfT+odiV1X6hfgSpwdTa0znVj3clFNSyYHMYkY04FuyO60Ib5PB5a9Szb6MIk7mlzN3RHRTRe10SJLE2D5BbD6Rz8zBEV3Kp2hUr0BG9Qrkkx1p7MssZmiUf5OGwJ2qSv4ZfAOdqsqzq5Pw8zTy+tWj6ji5J2aX4ONhbJaCA9rzfPWRXCSgtMqB3amiqmqnGg4XCk4DqGg+HIL2Z3p8OEt3pGEtr2JrSj4+Hkb6BPlQZXfy6c40V7CsNxaMYmCYH4k5pcSH++FlMpCYXUJ0oDe96vnj/vOSBO78fA8/Hc7h3IFheJkMBHiZsDlVxvQOcjki9w72ISm3lAVje7E9pYAPtmrxVt7cfJKLh0bRN8THFbI8taAca5mNo3mlvPHbCQBuHKcNVzicKuF+nqTmV3B+fDjT+oe5FGcvk4EgbxNH85qmihRV2Hj+l6P8cDAbHw8Dz1w6lBmDIzicU8LFQyPPOITRnXnknD6Mii1jSKQ/j39/iL9+d5A35o/mmZ+P1Jn18a9Lh3JhC2aXfX9AC2h54/jYWutVVWV3WqHLafT8+DBGxgTwwtqjvLD2lO/Z0Ch/vE0G+jXi7TchUuugovy92JFayMBwvzoxYKr57biVMb2DanU2dqfK3vQil09Pd2DeqBi8TAYWjOl15sKdkGvG9MLX08iU/k1z1vUwSlQ5Gh5a2ptRRH65jb9fNNhtjra0wgqm9G++j9KEviF4GCWO5pZx1eheZBZVsOJgNn6eRmYNiSDEt+N9vISC0wCdPUpjd+aCQZqC883eTC5KiGRC32AkSUJVVeYMj2Lhp7sJ8DJhkCScquZUedxaRpivB6G+HkzpX3+MD5PRwEUJkexOL2JVYg5XjIwmu6QKH312wfJ9WkTP687qRVyoLyesZfxhUl+MBgl/LxN3f7GXT3amMq5PMGmFFUT6e/LvX45SVCN8+T9mJ/D7yQKO5pViQMu4Xt+0z97B3qQWVGB3ODE14u3ncE4Jf/piL/nlNgaE+fLc3GH0C/GlsNzGgDA/TD1cK/c0GbhVz/306lUjuWXpThZ+piUUvP+8AfQP82V/ZjHKphN8tz+z2QrOyfxydqUVMm9UTJ0kkFkllThVXI68kiTx9JyhvLPlJGF+nry1+SQAB7NK6Bfi06hrFhfqg5+nka0pBfzl/AF4mww4VbXOUNWWE/mkFFRw5cjaQxLZxZV4mgyE+3cfn6xgHw9uGNfnzAU7KUaD1CxrmqfJgM3RsJNxYrb20jSml/th+OJKO5EtuBd8PY30DfZhq55CIzrQm1snxLIztZDVR3KZN6rhYdT2oPPYkjoh2iyqnt1ZdBTDYwLpE+TNnvQiIv09+Xx3hmv2iK8+Q2Z6fBjx4ZpTbU5pFdtTCvhqTwYhvmeeIXL16BjmDItkVWIOr/56nIJyGxP7hWB3ONmfVUxMoBcT+oViMkgE+3iQUVTJifxyfD2M9AvxYUOylTA/T64d25s3fztJUYWdQbq/w99mDWZ6fBgGCWYOjmDB2F71vmkDxIf7U1Rh43gDU4mrySqu5P6v91HlcPL+9WP59Jbx9Avxxe5UWXc0j+QmWoK6O8OiA5imvx3fNiGW68f1YXJcKH+c1I/oAC+2nixodt0/HspGBe6YXNexNa2ggoHhvrWU7OhAbx6bORh5ShxbHzjXtf7G8Y3roE1GLdXC6iO5euJNO1/sziC1oFyLeKyzPUWTafawqFr7RwZ4cVFC97He9GR8TAbO9PqdnFeKv5ex3vxzl4+IbvHL0KXDozluLWez7qNokCTGxQZzcUIkBkliXVIuNocT+xmUsbZCWHAaQPPB6ehW9ExMBom7psbx+IpDzH9/OwD/3XiM6ABv5o2KoaTSwcVDI5EkCW8PIzP0t3B3b7TukCQJ80VDOLtvCItWJnIgq5gl21I5WaApGY/PHOQqG+bnyU1nnxqCmDc6hsVrk1myLZV1eqyVe8/pX6sMNN5pMC7Ul5IqB8HeJvLLqgjwMtVryXluTRKlVQ7eXDCaQRGao6jDqfLLkVy8TYZWy5LcnVh85Qi3U6uHRQfwaxPjItVke0oBvYO83SrT42KDz2gB/vimcby95QSXN+EN/vaJffk1OY97v9rHy1eNZGikP7+fLCDLWsSVZ/lxsqCcb/dlEuGnZQp3OFU2H7ciSRJBPh5uM5ULuh4B3h5n9A/dm17E0Ki6cZDg1OyplvqYzhsVw0fbU7n3q33cf94ARvcOYlViNiZJ4oZxvTmUXYJ5ZSLXjOnFPdP6t+hYzaHFCo4sy5cA/wK8gP3A7YqiFJxW5hHgfiBLX1WmKMqUlh67PRD6TccxKyGS/HIb3+zLJKuokpggbxKzS3huTRKA2wBeTTGJSpLEnGFRxIf7ceOSHZwsKGdolD8XJ0Q22OlcMjSKT3akuZSbG8b14bqzejdRulNM6hfCS8CyvZnEBHlTUmnn3IFhhPp61nI83HzcyvaUAs6PD3cpN6A5ndocTmYMjuhwk3Bnxd2DPCHKnzVHcrGWVjYqLlJNSirt7Eov4prRdX0/ym0OdqQU1huFtpr4CD+euXRYk447JNKfFy4fzkPfHuCRb/ez+IoRjOwVSE6uJxGB3vxv03Hyymw8emE8A8P9MBq0N+qMogpXbiNB10dVobyq4ajWWcWVjK5neOpkfjmpBeUt8j8DbZjq7WvH8PwvSa6wGtV8sC0VgwTeJgOXdJDfV4sUHFmWI4D3gWmKoiTKsvwP4AXg9tOKTgX+rCjKFy05Xnujabgd3YqezYKxvV2zoABWJWaz/mgeI6IDW82RdkikP9/+cQJ+nsZG5b4K9vHg69sn4HCqrRICPj7Cj0n9Qnjv9xTumNyXodEB/HY8n7G9g4gJ9OLDbakUV9j5eGca/p5GrjurN8UVdkqq7EiSNvQwW7dmCRpPteUlpaCiyQrO/sxiHE7VrZOm5tzZdnFMJ8WF8vdZg1n0YyI3L93JS1eOIFAfatiZVsTImIBa/g99gn3aPS+XoG0xSA07GdsdTgor7IS4SXAMUFhhq3dbU+kV5M1/Lh/Osr2ZFFbYuHRYFD8czEbZdIJxsUE8OD2eviEdc/+11IIzC9ihKEqivvw6cEyW5YWKotRUL6cABlmWn0Cz4jyoKMq+Fh67zdFuH9FpdCZmDYlk1pDWfxuIaeJUSaNBatUYM5bZQ3j8+0O8uuE4k+NCeHmeFtlYVVVG9w7k3i/30i/Eh/9eM4rSKgef707H22TA28PI5LiQJrdfALF6p384u6TeeEj1cVjPOTXstKm3h3NK2J9ZzBVtPA17VkIkUYFe3PP5Xm7+aAczBgYzok8F6YUVXN0JnDsFbYu3ScLhrF/BKSi3AdSrxNgcKj6m1ptpKUkSV4465dR+09mxdYbsO4KWvn7GAinVC4qiZAIegMvuJctyGLAD+Ice3fgd4EdZluvPPNdJUFUxTVzQPoT6evLfa0bxx0l9+e14Pn/+ci8fbE1hVWIOr284jgq8evVIIvy9iAv15faJfbl+XB/mjYoRyk0z6ROknbfcsqZbW/ZkaM7v1bFXnKqKzeEkxMeDK0fGtMsU2dG9gnjvhrFMiQvlu0NWnvlZG7o93blY0P3w9TShApX1pGvI0hNxhtYTG2hguG+9zsfdiZZacOpTkFxnXVGUPOCiGsuf6pacScBPjTlIaWkplZUtT0hYH+Xl5Vit1jrrbTYbdqfqdltXpz6ZuzNdQeZ5gwNIygpi7bF818wEgGtHReBpK8NqLWtSfV1B5tamsTI79TdgW2Vlk87RzvQS1iblcc2IcKxWK6qqsu5YIZH+ngyL9MUJWM88Ia5VCDXAI1OjGR9p5NmNWUzrF4ihsgRr2z0uOw09+d5W7doFtlqtbgME7tWfHRGedvfnyOFENRqwVrRpc1uFxlzn0FD3/m4tVXBOAOdUL8iyHIWWTDOvxrp4YKaiKP+tsZ8E2Bp7ED8/P/z82m52iNVqdXuCTKYUDKpa78nrytQnc3emq8j8r8tDOZJTQlGlnXc2n+TKUTHMGBzRrCGxriJza9IUmQO9jCRaqwgJqT8vWTUOp8ovSbm89FsGJoPEHdPiCfH1JLu4kkpDBRMHxXRYFNfp8SoBQSGcNzCsxwR57Mn3dlCA9qJTbvAhJtRN3+ihadixUeEEu7HivPf7Sa4d27tL3Cstuc4t/TeuAsbLsjxUX74TWH6a/00F8Kwsy2cByLI8BwgAfmvhsdscp8i2KegAjAaJhKgAJvQN4X/zR3NRQmSPyinVnvQK8iG9sILM4oZNHhU2B3/6ci//t/wg2SWVvDRvhGsY6khuKX1D2jah55mQJImLEnp2BOueREyANrz0xZ50jlvLUFUVu1Mlt7QKu8NJcaXWBReU2didXsju9EL26zmvsosrqbI7m5QaoqvSIguOoig5sizfCHwsy7IXmkXnJlmWewErgEsURUmVZfl64B1Zlj2AIuByRVG6gBG15XECBAJB52VETABf7s5gQ7KVaxoI979oZSLbUwpYOLkfl4+IdmW8B0iI9Mfbo/t3FoLOw6heWogMT4OBLSfyyS6pJCHSn5UHs7E5nPx+Ih9Pg0RRpZ3SSgeSBE6nFvvmYHYJ3h7GHtG3tTgOjqIoPwI/utk0pkaZ5cDylh6rvVERoZ4Fgu7MeQPD+GJ3Bgf0ad82hxNPk6HWLKTDOSWsPpLL7RNj60Qt3pNexNAo/06VYFDQ/Qn19SDS35MdaYUoU/qxLaWQz3el0zvYm1AfT9YfzWNghJ9LEarJeQPDUM8Qo6m7ICIZN4CqgiSGBgSCbsv4viH0CfJmzZEc7j23PysP5VBSqcUXGhYVwJT+ofx3w3GMBhgaFcCBzGKGRQeQX1ZFfrmN7SkF9A3xIdhHKDiC9kOSJC4dHsU7W1I499VNbsvMGBze4P49AaHgNICKSNUgEHRnTAaJf8xO4I5Pd3HX53uYOzKaUF8TlQ4os9n5+XAOG45ZmTkkHE+jgaIKbW5EdkkV21MLmNI/1K0Tp0DQ1twxOY5+Ib5klVTibTIyKiYApwp3fr6bKofKzDaIF9bVEApOA6iqcDEWCLo7I3sFYr54CK+sP8bitcl1to/uFciiixJqRa0eEunPkEj/OmUFgvbCZJC4xE3Mow33TiO3tIqIbpQ1vrkIBacBVJGqQSDoEcweGsWsIZFkl1Rid6iowGe70pCQuH1ibKuk5BBo2Gw2UlNTqahoWRAWp9NJVlbWmQt2I5oic24bt6W9qJbZ29ubPn364OHReIupUHAaQAUkYcMRCHoERoNUKyr0Q9PjO7A13ZfU1FQCAgKIi4trkS+I3W7HZOpZXVhPldloNJKXl0dqair9+zc+K7l4LWkAtf5UHwKBQCBoBhUVFYSFhfUYR1dBy5EkibCwsCZb/YSC0wAqqshFJRAIBK2MUG4ETaU590yLbV2yLF8C/AvwAvYDtyuKUnBamQnAa4A/kAncpChKakuP3R6IP6JAIBAIBF2PFllwZFmOAN4HrlEUZQiwD3jhtDKewJfAQ4qiDAU+BD5oyXHbC6eYRSUQCATdmp9//pkbb7yR6667jgULFvDBB6e6J0VR2LlzZ5Pqa84+TeWll17i0KFDAHz99dfccMMNzJs3j/fff99t+e+++47x48ezcuXKWuuXLl3K+PHjSU9Pb1Y7LBYLGRkZAFx22WWNrufgwYO89NJLzTpmU2jpENUsYIeiKIn68uvAdbIs17QMnQ2UKYqyTl9+H5ggy3LvFh67zVHFPHGBQCDotmRnZ/Piiy/y6quv8vHHH/Puu++yatUq1q3Tuqvt27fjcDiaVGdz9mkKhw8fJjc3l4SEBHbt2sWSJUtQFIUlS5awbNkykpPrhjoAiIqKYvXq1bXW/fLLLwQEBDS7Ldu2bdP6ySYydOhQsrKySEpKavaxG0NLh6higZTqBUVRMvV8UxFARj1lHLIsZwJ9gbQWHr9FVNmdfLMvk6z8Inx8iutszyuzERUgYgkIBAJBd6SgoAC73e5yXvX19WXRokV4eXmxfPlyDh48yFNPPcXzzz/Pc889R1BQEEePHuWZZ55h165drFixgvLycgwGA8888wz79++vtY+XlxfPPPMMhYWFeHt78/DDD5OQkEBWVhZ/+9vfKCoqIj4+nh07drB8+XIuv/xyXn31Vfr160d5eTlXX301X331FV5ep/qhJUuWMHv2bABWrVrFNddcg7+/FpPptddeIygoyK2sZ511Fjt37qS8vBwfHx8yMjLw9fV17Qvwzjvv8MMPP2AwGJg0aRL33nsvWVlZPPTQQwwcOJDExETCwsL417/+xddff01OTg733Xcfb775JgBvvvkmiYmJVFRU8I9//IMRI0awZMkSvv/+eyRJYvjw4Tz++OMAzJ49mw8//BCLxdL6F1anpRac+vZ3NrFMgzz22GNIkuT6rFmzhjVr1tRa9+ijj2K1WomOjnatGzNmDFarlVtuuaVW2f3797N06VK8PIzMH9ubP18wlCf/8wr/23SCP06Oc302v/wA0b4GLr744lr7W61WFi9eXGvd0qVL2b9/f611t9xyC1arlTFjxrjWRUdHY7VaefTRR9tEpprrFi9ejNVqrbXu4osvxmq1smDBgm4n05muU1hYWLeT6UzX6fzzz+92Mp3pOoWFhXU7mc50nYYNG9ZlZDpx4gTbtm1j27ZtfLH9OH9cup3r397g+tz64e8s/HQXN7yz0bXuxnc3sfDTXdzywRbXupvf38wdn+zk9o+21dr/tiVbWfjpLl79frPrOIcPH8Zut3P48GHXum3btjFgwAAmTJjA3Llzueqqq3jsscewWq2Eh4cTHR1Nnz59uOaaazAajaiqSlBQEI899hjZ2dksX76c1157jRdeeIHBgwfz2muvER0dzeDBg3nggQcoKCjgwQcfZMaMGTz77LP89a9/5cEHH2Tbtm088cQTrs5/xIgRZGdns2PHDs466yy+/fZb8vLyePvttxkyZAh79+4lKysLu93Ozp07Wbt2LaqqcvjwYU6ePElSUhLXXXcdV1xxBR999BFeXl5kZWXVkrOkpARVVYmPj+eDDz5g27ZtfPrpp1xwwQXYbDb27NnDu+++y8qVK3n33Xd57rnn2Lt3L4sXL2bPnj0cOXKEK664gkceeQS73c4bb7zBjBkzCA8P58477yQpKYnKykp8fX354IMPmDFjBi+//DJbtmzhrbfe4o033uCll14iLy+Pn376iW3bttGnTx9+/fVXtm7d2uB12rVrF3a7naysLE6cOOH23qsPqTnmpWpkWb4BuFFRlNn6chRwDAhUFMWur5sKvKX73yDLsgEto/gQRVEaa8FpswnbDqeK1WolJNR98jFTN51GZbVaCa1H5u6KkLlnIGTu3Bw8eJChQ4cC8P2BLL7dl9mserRArPU/n+eOiGaOm0i/7sjOzmbz5s389ttvrF+/nieffJILLriAhQsXsnDhQsaPH8/ChQu55ZZbmDp1KqCd8w0bNnDy5Ek2bdrEkCFDMJvNrn2GDRvGBRdcwIABA1zHyc/P5+OPP+byyy9nxYoV+Pn5ATB9+nR++eUX0tPTufvuu1m2bBl33XUX99xzDyNGjHDtn5OTw4IFC1izZg0Ad999N06nkxdeeAG73c7ChQt56KGHGD9+fC35vvvuO7Zv387s2bNZtmwZzzzzDLfffjsvv/wy1113HYqi8NlnnxEVFcV1110HwNq1a/n++++5//77ue222/jxRy2ntqIoSJLEwoULueyyy1AUhV69enHZZZfx+uuvExsby7Zt23jzzTdRFIUHHniAzMxMzjvvPC688ELi40/Fl5o+fTpff/01wcHB9V6bmrF/at47p+H2RmjpENUq4EVZlocqinIQuBNYXq3c6PwOBMiyfL6iKGuBm4ADTVBu2hSjQcJokLqtIiMQCASdlTnDohqthJxOawS927BhA2VlZcyaNYu5c+cyd+5cvv76a7755hsuuOCCOuWrh4oyMzORZZn58+czZcoUwsLCSExMrFXW6XTi5eXF0qVLXeuysrIICgrCYDC49V3p1asXMTExrFmzhry8vFrKDYDBYMBoNLqWw8LCSEhIwNfXF4DJkyezf/9+tm3bxvr16wGQZdlVfvz48fzzn/8kKSmJ4ODgWsNTTmfdQRW7XevKPT09a62vzzBSs23VZf7zn/+wd+9eNm3axL333suTTz7JuHHjADCZTA0qqS2lRUNUiqLkADcCH8uyfBCYDNwjy3IvWZZ3ybLcS1EUG3AF8Kwsy/uBhcANLWy3QCAQCAQtwtvbm9dee801+0dVVZKTkxkyZAigdcDuHIYPHDhAbGwsN9xwAyNGjGDTpk2uctX7+Pv7Exsby4oVKwDYvHkzCxcuBGDixImuGU0bN26kuPiUD+jcuXN5/vnnueSSS+ocNygoCKfTSVlZGQDnnnsua9euxWazUVFRwdatWxk6dCh33nknS5cuZenSpZx33nmu/Y1GIxMnTuTpp59m1qxZteo+++yz+fHHH6moqMBut/Ptt9/WsQSdjtFobNChOj8/n6uvvpr4+HjuvPNOJk6cyJEjRwAoLS11Dfu1FS2Og6Moyo/Aj242jalRZhswsaXHEggEAoGgtRg/fjx33HEHf/nLX1zWismTJ3PHHXe4fj/zzDN1HGEnTZrEF198wTXXXIOHhwcjRozg6NGjdfZ56qmnePrpp/nggw/w8PDg6aefRpIkHnzwQcxmM1999RWDBw+uNZNp+vTpPPXUU8yZM8dtm6dMmcKOHTuYNm0aM2fOJCUlhRtuuAG73c4ll1zChAkTGpR55syZrFixgnPPPbfW+nPOOYfExERuvvlm7HY7kydPZsGCBWRnZ9db1znnnMN9993HK6+84nZ7SEgI8+bN4+abb8bb25vo6Gguu+wyAHbs2ME555zTYFtbSot8cNqRNm1kVxq/bi2EzD0DIXPPoCvJ3IAfRZPoynmZPvnkEyZMmMCAAQM4dOgQTz31FEuWLEFVVTZu3MiXX37J4sWL6+xnt9tJTk7m7bff5tlnn+2AlrceDz/8MLIs1/LJcUdH+uAIBAKBQCBoArGxsTz++ONIkoSXlxdPPPEEAC+88ALr16/n5ZdfrnffwYMHExUVxaFDh0hISGivJrcq+/fvJyYm5ozKTUsRFhy61ttPayFk7hkImXsGXUlmYcFpPj1d5qZacESyTYFAIBAIBN0OoeAIBAKBQCDodggFRyAQCAQCQbdDKDgCgUAgEAi6HS1ScGRZniDL8lZZlg/KsvyLLMt96ik3X5blPD34X/UnuCXHFggEAoGgpfz888/ceOONXHfddSxYsIAPPvjAtU1RFHbu3Nmk+pqzT1N56aWXOHTokGs5Ozubiy66qFaZN954g/nz5zN//nxeeuklt/Vs27aN8ePH8+6779Zav3btWsaPH8+2bdua1b6a52DhwoWNricrKwuz2dysY7qj2QqOLMuewJfAQ3qeqQ+BD+opPhV4RlGUMTU+Bc09tkAgEAgELSU7O5sXX3yRV199lY8//ph3332XVatWsW7dOgC2b9/eYKRedzRnn6Zw+PBhcnNzXVPEN2zYwJ133kleXp6rzJYtW9i8eTMfffQRS5cu5dChQ/zyyy9u64uMjHTltqpm1apVhISENLuNzT0HUVFRhIaGsmHDhmYfuyYtseCcDZQpirJOX34fmCDLcm83ZacCs2RZ3i7L8q+yLJ/rpoxAIBAIBO1GQUEBdrudiooKAHx9fVm0aBEDBgxg+fLlHDx4kKeeeoqkpCQWLlzIww8/zLx580hMTOTTTz/llltuYf78+Vx77bUcO3aszj4pKSncfffd3HDDDfzhD39wWV2ysrJYuHAh1157LU888QSXXHIJTqeTyy67jBMnTgBQXl7OnDlzqKysrNXmJUuWMHv2bNfyN998w3PPPVerTHh4OPfffz8eHh6YTCbi4uLIzHSf1LRPnz44HA7S0rT0kBUVFaSmptK/f39XmW+//Zb58+ezYMECFi1a5EoVcdFFF/Hcc89x/fXXc/PNN5OWllbnHFS38cYbb+Tyyy935chauXIl119/PTfeeCOPPPKIS845c+bUsqK1hDMqOLIsXy/Lsv30DzAQSKkupyiKA8gE+p62vwHIAl5UFGUc8BiwTJblWuUEAoFAIGhPBg8ezHnnncfll1/OzTffzMsvv4zT6SQ2NpZLL72UoUOH8sQTT7gC0sXHx/PVV1/Ru3dv1q1b58rCff755/P555/X2cdsNnPvvffy0Ucf8fjjj/PYY48B8PzzzzNz5kw++eQTLrzwQrKzszEYDFx66aX88MMPAKxevZpp06a5EnyClitrw4YNjB071rXu3//+d52AeQMHDmTkyJEAnDx5kp9++smVBd0dM2bMYPXq1YBmEZo2bZprW1JSEu+88w5vvPEGn376KT4+Prz55psA5OXlMWHCBJYuXcrYsWP57LPP3J43f39/lixZwkMPPcRbb70FwH//+19effVVlixZQlxcHMePH3ed4+TkZIqKipp4NetyxohBiqIsBZaevl6W5evr2aVWSlJFUZzAnBrLv8qyvBG4CHizMY0sLS2to8W2JuXl5Vit1jarvzMiZO4ZCJl7Bl1JZqfT6cr7BLAjtZAdqYWu5ctHRAPwzb5TFoez+gRxVp8glu5Io6xKG/oI9fVg3qgYfk22kphd4ip73Vm9yS2tIq+0irP6nDmR48MPP8wtt9zC77//zubNm7nttttYtGgR06dPR1VVHA4HdrsdVVUZOnQodrsdb29vFi1axMqVKzl58iSbN29m0KBBrnIOh4OioiIOHDhQK49VeXk5eXl5bNmyhSeeeAK73c4555xDQEAAdrud2bNnc++99/LHP/6R5cuXc+edd9Y6V9XX2MPDo9b6ak5fl5yczAMPPMCf//xnevXqVWe7w+FAVVWmT5/OokWLuP766/nxxx+RZZmtW7ficDjYunUr06ZNw9/fH7vdzty5c3nyySdddZ199tnY7Xb69+/Pzp07a52D6t/nnHMOdrudfv36kZ+fj91uZ+rUqdx+++2cd955TJ8+nYEDB7rqjIyM5MSJEwwdOrTW/eJ0Ot3e5/UFuWxJSMQTgGs4SrfURAOpNQvJshwJ3K4oyr9qrJYAW2MP5Ofnh5+fXwua2jBdKQpoayFk7hkImXsGXUnmrKysWtF4J8SFMSEurE65O6cNqLPu5gn9XL+rI9xOHxzJ9MGRtcoF+XoxMOLMbdmwYQNlZWXMmjWLK664giuuuIKvv/6a5cuXM3PmTCRJwmg0YjKZkCQJX19fTCYTmZmZyLLM/PnzmTZtGhERESQmJrrKGY1GDAYDXl5efPzxx7VkDw0NxWg0uuqtxmQy0bdvX2JiYli/fj1Wq5UxY8bUaq/JZKqz3+nbq9m1axePPvooDzzwgMsB+YsvvuCrr74CYN68ecTFxSFJEv3798fhcHDy5ElycnKIj493ySFJEpIkueo2GAw4nU7XcnXfXF225jmo/u3p6YnJZHLtYzKZeOSRRzhy5AgbNmxg0aJFLFy40JVB3WQyuYbXakYyNhgMTbrPW+KD8zsQIMvy+fryTcABRVHSTitXBDwoy/JcAFmWxwKTgBUtOLZAIBAIBC3C29ub1157jfT0dEAbAkpOTmbIkCGA1tG6c5Y9cOAAsbGx3HDDDYwYMYJNmza5ylXv4+/vT2xsLCtWaF3d5s2bWbhwIQATJ05k5cqVAGzcuJHi4mJX3XPnzuX55593dfY1CQoKwul0unxg6iMzM5OHHnqIp556qtbsqquvvpqlS5eydOlSrr766lr7XHjhhTz11FN1soyPGzeO9evXU1ioWdmWLVvG+PHjGzx+feetGrvdzpVXXklwcDC33XYbc+bMITEx0bU9KyuLXr16NXiMxtBsBUdRFBtwBfCsLMv7gYXADdXb9ang4xVFqQDmAo/LsrwPeBdYoChK/TnYBQKBQCBoY8aPH88dd9zBX/7yF+bNm8dVV12F0+nkjjvuAGDy5Mk888wz7N69u9Z+kyZNwul0cs0113DrrbcSExPjUpJq7vPUU0+xbNkyrr32Wl577TWefvppJEniwQcfZM2aNVx//fX89NNPBAQEuOqePn06hYWFzJkzB3dMmTKFHTt2NCjXkiVLqKqqYvHixVx//fVcf/31fPHFFw3uM3PmTPbs2cOsWbNqrR80aBC33XYbCxcu5KqrrqK4uJi77rqrwbrqO2/VmEwmZFnm7rvv5qabbmLnzp3ccIOmPiQlJREXF0dgYGCDx2gMItkmXcu821oImXsGQuaeQVeSWSTbhE8++YQJEyYwYMAADh06xFNPPcWSJUtQVZWNGzfy5Zdfsnjx4jr72e12kpOTefvtt3n22Wc7oOVtz3/+8x8mTpzocnRuSbLNrnl3CAQCgUDQRYmNjeXxxx9HkiS8vLx44oknAHjhhRdYv349L7/8cr37Dh48mKioKA4dOuSKhdNdyMzMxGq11prF1RKEBYeu9fbTWgiZewZC5p5BV5JZWHCaT0+XuakWHJGLSiAQCAQCQbdDKDgCgUAgaFe6yMiBoBPRnHtGKDgCgUAgaDeMRiM2W6PDoAkEANhstiYPzwkFRyAQCATtRnBwMFlZWTidzjMXFgjQIhhnZWURFHTmyNQ16VneSgKBQCDoUMLDw0lNTa0V2K05OJ1ODIae9Y7ek2X28/MjPDy8Sfu2ioIjy/LtwDWKosyuZ3sE8B7QH21G1F2KoqxvjWMLBAKBoOtgMBjo27fluZa70syx1kLI3DRapArKshwmy7ICvEQ907R0XgO2KIoyDJgPfCrLckAD5QUCgUAgEAiaTUttXdcCKcCD9RWQZdkEXIqeOVxRlP3AbrT0DQKBQCAQCAStzhmHqGRZvh74wM2m2xVFeU0vc2sDVYQDnoqiZNRYlwq03EYpEAgEAoFA4IYzKjiKoiwFlrbgGPVZiZriQt/Q8FeL6WljmiBk7ikImXsGQuaegZC5abSHO3Y2YJNlOarGut5oVhyBQCAQCASCVqfNFRxFUezAcuBOAFmWhwLjgVVtfWyBQCAQCAQ9kzZTcGRZXiHLcrUj8T3AWbIs7wO+AG5TFCWnrY4tEAgEAoGgZ9NVsokLBAKBQCAQNJqeFRJRIBAIBAJBj0AoOAKBQCAQCLodQsERCAQCgUDQ7RAKjkAgEAgEgm6HUHAEAoFAIBB0O4SCI+iWyLLcptGvBZ0DcZ0F3RVxb7ecM6Zq6A7IshwHZCmKUi7LsqQoSrefGy/Lcn80mctkWTYoitKU1BhdDj1nmi+wR1GU33vINT4HuBp4TFGU0o5uT3sgy/KNwABgn6IoX3V0e9oDWZZvAs4B9gKfK4qS2cFNanP0/IbTgaPA24qipHVsi9oe8Qxr/WdYt1ZwZFkeDzwJeAD+sizfrijKgQ5uVpsiy/Io4D9of5TesiyfqyjKyQ5uVpshy3Iw8D4QBKwEvpVl+QHgK0VRKjqybe3AOLQgmt8BP3dwW9oUWZZDgXfR7utPgS9kWZ6tKMqP3fWlRZblQOAtIBD4H/A40EeW5X8pipLfoY1rA3SLhQn4B1q0+/8BNwJRQFo3vs7BiGdYmzzDuu0QlSzLfYFXgE8URZkBHAAW69u6pelPlmUj8BTwjaIoU9FunLKObVWbEwMUK4pyvqIo/wIeAhaivfF2d3oDycCfZVmO7ujGtDF9gALgYkVR3kJTdkIAumOnpxML2IErFEVZBvwTmA0UdmSj2gr9OnoAI4G7FUX5EpDR8hl25+scA5SIZ1jrP8O6rYIDXALkK4ryvr78FtBXluXAbvxHORsIURTlVX05Gpgsy/KgDmxTqyPL8kBZlv30xXHAGH29QVGUJcBh4BJZliM6qImtji6zr/7bKMuyN+CPZt4diGbOR5Zl/45rZety2nUeCkwCrpJleRFwG3CFLMuPnZbIt0sjy3JMjcUxaApOpb58Ek3J82rfVrUtp8k8HIgAsmVZvg9YDbwjy/LrsixP1Mt3+RdUWZZnyLLcR18cRs94hs2QZbmP/iKO/jxr02dYt0nVIMvyPLTO7hDwEdAXmA+8ovve/A0YpSjKNR3YzFblNJmXAJFo4/QLgFvQTNsFwGRgoaIov3ZMS1sHWZYvAl4GktDMuXcBJ4DdwJ8VRVmulxsLvAMsUBTlcFc2bZ8mcyBwL7BXURS7LMvfKYpymSzL1wLPAMcBs6Io6zuswa2Au+usKMpeWZZlYB7aQ/EmYDBwP/CpoijvdFR7Wwt9WGKBoigTa6wby6nr/Rqa7Ld21fv5dOqROQ34GM1S9Qqa9a7aGv1/iqJUdURbWwNZli9Gs8TlAt7Al2jDU7uBexRF+V4v152eYTVl9gK+ReuXbbIsf6soyty2eoZ1eQuOLMvesiy/BTwAbAauA/4FRCuK8pyiKOV60QloWc27PPXI/ByQALyJdjOtUxRlnqIotwN7gEv1fbvk248syyHAw8BfFEWZA/yuL88C/g38tbqsoig70R6GM/XlrvpgOF3mrWgd+iX6tgpZlmOBuUAAmlN5V1du3F3nv8qyfIWiKApQDPxRUZRkRVFWAqnAiI5rceugv81eBJytOxUD2r2sKzeRwIXAC4qiqLIsx8myPKyj2tsa1CczsAjt2VamKEqBoij70Dq+EEVRqrrwMywK7Tn1mKIoFwGfo718+qI9tx+tLtuNnmHuZB4PBMqyPAAoa8tnWJdXcIBQtDHMGxRF+Q7t4TgFzZRtAJBleSYwBFgqy3KgLMuLZFke2WEtbjmny/wIMBG4HNiHZvL0rFF+PeADXeuPUn39dGKBcjT5AJ5Gs95cjNbxq7IsP63v5wVkAuvar7WtQyNlvgLNejESzSlxFZoCO1t3rO9SNELmZGCuPlwVjnafV2MEupxl8jSZQbuWScAdwEuyLPuctn08sFNRlN2yLC8GvkD3QeoqNEJmX339W8A2YIwsy731dcP0sl35GTYZyAK26MsbgAuACuA9wE+W5af0/brLM8ydzDP03za0vnoFbfQM65IKjizLc2RZHq7fBL2B0UARgKIo+9He6kLRtELQ/kg/oY31/YTmm3K4vdvdEs4g8z60P4MPmmLzAmCWZflcWZb/BPwF7SbqMsiy/BDwgSzL9+gafh5ap+4NoChKLtqf34A2y+JPwOWyLC9Be+vPRBu66zI0Uua1QBXaePWzwNmKorynKMpm4D60IcouQxNkNqA52P4H+Jssy/+TZXkP2lvu9x3R9uZSQ+a7ZVlO0FdXAvsVRXkbyECb/Vk9cQC0TuFSWZa36cvnK4qysT3b3RKaIrOuwNyENuT+uizLO9A6w8Xt3/LmU0PmP+l+RpvQ7tXq6dAT0RS5In0a/F1ofmXd4RlWn8yTgK2KouShDVf9E5jYVs+wLuWDI8vy2WhTB1PQ/hBhwPVoSksx2sk8D9iFNt1wn6Io78uyvAntxC4B/q0oSpfpBJoosxHtgfG+/iYQhKbMPakoyp72b33T0E3Pnmg3/XA0P4yb0HxP/oD2Nh+qKMqVenkvtLH6HxRFeVM3hw4BshVF6RIPhmbI7I0m87JqB3pZlj27kl9CC67z94qivK1bXwcCR/QXmk5PAzL7A39XFGVXjbITgY3AYEVRkvV1HwCDgJsVRTnSvq1vHq0gszfQD6hSFOVY+7a+eTQgcwDw15r3q67IrFMU5c0a6/zRrHWZ3eAZ1iiZ9fXebTElvstYcPSTeA/wlqIoV6ANy3ihafWz0WJjxKAFhfo/NGvG2fruXwPzFEW5uYspN02V2RftrQBFUZ5QFOXPiqJc00WUmzD9zc2A5jj9F0VRfkCbMnkYeAnNwXaWLMszZW22QSWa0lc9/JalKMr6LvRgaI7MFUA6mvKK7nzYlZSbllxnfwBFUfYqirKsCyk3Dcl8CM25srqsp6IoW9CeWW/UqOYeRVEmdyHlprkyK/o6SVGUCkVREruQctOQzAfRrI/VZcegKTJLZVkeIMvyG7Is36IoSomiKGu7yTPsTDIrsizfAtAWyg10AQVHluUr9TdzI5o2XwygKEoxkAjcDYxXFOUjNM2xOrqpL7rpWlGUfytaHIkuQQtl/q79W9x8ZG3K85PAGlmWP0YL8vU72hAciqKkoz3oE9CcSe8BngD+oe83ky42Tt2aMncVf4RWknltBzS92TRS5neAcFmWr9Z3q76eMjBF1iKSV//3Oz2tIPNUWZbjusp9DU2SOUyW5QX6bmPQhmPvQfOnSlJOhTTp9LSSzEfbWuZOreDIsjwJsKDNlAHtDe9iWZbHyrI8H63jf45T3udPAN/IsrwbTTnocjNKWkHmLtPZy7LsiTZ7IAzNX+o94EE0h8JY+VQMiJPAZ2hTJt8D/g440KxZUxVF2d2+LW8+QmYhM3Vl/hJtmBlFmzprUhTFCoR1FesFtKrMx9u56c2mGTJP1ZcvRnPAjQJmKYryXDs2u0V0JZk7e6qGW9FmClyM9vb2PHAnmgLgj9bJewIDdWe8+4E4wNkVhmXq4VZ6jswxaNE6h+kPuWzgR7Q/xixgP7BS0fJpeaIFPUNRlHV0IUXuNITMQubTZfZGd8LUh+Sq5S93X3WnRch8ZpmrgzZ+ALysKMqmjmh0C+kyMndaC44sy0FoMyT+CuSjBbc6oijKg2jTCi9UFGUrEI/mVOpQtJgJu7pgRw/0SJkz0W766oieA9ACNN6P9ie5VtYCQAGMRZsd19URMguZ3cmcDqB07aS4QuZG3tuKoqzoosoNdCGZO62Cg9bRr9b9TPYDw2VZvlDfdh6wVtZmCv0d+KWD2tja9CiZdefRl2uY4S8BEnWn2cfRZlXcKmvTRA8rivJyBzW11RAyA0JmIXPPlfmlDmpqq9GVZO60Q1SKotg4Fd/iR7TxvUtlWV6PFhQoBG0K9IVdacy2IXqozIX6bDE/4Gbgb/qmeWgmzwWAQelG2ZOFzEJmhMxC5i5MV5G508fB0acLqrIsX4V2Ir9VtMBQ3ZYeKvNwtDgKi9F8jvoC9yuK8nuHNqwNETILmTu0YW2IkFnI3KEN0+m0FpxqlFPTBX9ByyjcpSIQN4eeKDNaIMa5aKH431MU5a0Obk97IGQWMndXhMxC5g6nM/vguNAtGlbgn0oXz4jdWHqgzPloodov6Gx/kjZEyNwzEDL3DITMnQ1VVcVHfDr8s3DhQqmj2yBkFjILmYXMQubuI3On98ERCAQCgUAgaCpdYohKIBAIBAKBoCkIBUcgEAgEAkG3Qyg4AoFAIBAIuh1CwREIBAKBQNDtEAqOQCAQCASCbodQcAQCgUAgEHQ7hIIjEAgEAoGg2/H/egjeBsGGJToAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x201.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x201.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x201.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x201.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x230.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 605.376x921.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qs.reports.full(returns=strategy_voltgt_returns, \n",
    "                benchmark=strategy_returns,\n",
    "                output='report.html', \n",
    "                title='Volatility Targeted Strategy vs. Basic Strategy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "988e071e-4fdd-4137-928b-92d1d760368b",
   "metadata": {},
   "source": [
    "## Troubleshooting\n",
    "\n",
    "From some experiments that I ran, it looks like QuantStats is having problems with the latest version of the plotting libraries. This is a common problem with python libraries. \n",
    "\n",
    "I noted that in the monthly active returns plot, those values don't look correct. The rest looks pretty good. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72bcc57f",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "The integration of QuantStats into our analysis workflow empowers us to conduct a nuanced and comprehensive evaluation of our trading strategies. This step is crucial in understanding the real-world applicability of our theoretical constructs and in making informed decisions to refine and optimize our trading approaches.\n",
    "\n",
    "* In this tutorial, we successfully implemented and backtested a moving average crossover strategy on SPX close price data. \n",
    "* We added a volatility-Targeted weighting scheme.\n",
    "* The QuantStats library provided comprehensive performance metrics for our strategy.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
